Artificial Intelligence

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Lecture 1 — Human Computer Interaction | Stanford University

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Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 1 — Human Computer Interaction | Stanford University

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🔔 Stay Connected! Get the latest insights on Artificial Intelligence (AI) 🧠, Natural Language Processing (NLP) 📝, and Large Language Models (LLMs) 🤖. Follow (https://twitter.com/mtnayeem) on Twitter 🐦 for real-time ...updates, news, and discussions in the field.

Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 2 — The Power of Prototyping | HCI | Stanford University

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Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 3 — Evaluating Designs | HCI | Stanford University

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Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 4 — The Birth of HCI | Stanford University

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Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 5 — Participant Observation | HCI Course | Stanford University

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Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 6 — Interviewing | HCI Course | Stanford University

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🔔 Stay Connected! Get the latest insights on Artificial Intelligence (AI) 🧠, Natural Language Processing (NLP) 📝, and Large Language Models (LLMs) 🤖. Follow (https://twitter.com/mtnayeem) on Twitter 🐦 for real-time ...updates, news, and discussions in the field.

Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 7 — Additional Needfinding Strategies | HCI Course | Stanford University

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🔔 Stay Connected! Get the latest insights on Artificial Intelligence (AI) 🧠, Natural Language Processing (NLP) 📝, and Large Language Models (LLMs) 🤖. Follow (https://twitter.com/mtnayeem) on Twitter 🐦 for real-time ...updates, news, and discussions in the field.

Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

active

Lecture 8 — Creating Design Goals | HCI Course | Stanford University

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🔔 Stay Connected! Get the latest insights on Artificial Intelligence (AI) 🧠, Natural Language Processing (NLP) 📝, and Large Language Models (LLMs) 🤖. Follow (https://twitter.com/mtnayeem) on Twitter 🐦 for real-time ...updates, news, and discussions in the field.

Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 9 — IDEO Cart Design Observation | HCI Course | Stanford University

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Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 10 — Storyboards, Paper Prototypes, and Mockups | HCI | Stanford University

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🔔 Stay Connected! Get the latest insights on Artificial Intelligence (AI) 🧠, Natural Language Processing (NLP) 📝, and Large Language Models (LLMs) 🤖. Follow (https://twitter.com/mtnayeem) on Twitter 🐦 for real-time ...updates, news, and discussions in the field.

Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 11 — Faking it - Wizard of Oz | HCI Course | Stanford University

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Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 12 — Faking it - Video Prototyping | HCI Course | Stanford University

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🔔 Stay Connected! Get the latest insights on Artificial Intelligence (AI) 🧠, Natural Language Processing (NLP) 📝, and Large Language Models (LLMs) 🤖. Follow (https://twitter.com/mtnayeem) on Twitter 🐦 for real-time ...updates, news, and discussions in the field.

Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 13 — Creating and Comparing Alternatives | HCI | Stanford University

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Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 14 — Heuristic Evaluation - Why and How | HCI Course | Stanford University

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Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 15 — Design Heuristics - (Part 1) | HCI Course | Stanford University

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Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 16 — Design Heuristics - (Part 2) | HCI Course | Stanford University

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Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 17 — Mental Models | HCI Course | Stanford University

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Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 18 — Representation Matters | HCI Course | Stanford University

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Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 19 — Distributing Cognition - (Part 1) | HCI Course | Stanford University

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Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 20 — Distributing Cognition - (Part 2) | HCI Course | Stanford University

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Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

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Lecture 21 — Visual Design | HCI Course | Stanford University

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Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 22 — Typography | HCI Course | Stanford University

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🔔 Stay Connected! Get the latest insights on Artificial Intelligence (AI) 🧠, Natural Language Processing (NLP) 📝, and Large Language Models (LLMs) 🤖. Follow (https://twitter.com/mtnayeem) on Twitter 🐦 for real-time ...updates, news, and discussions in the field.

Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 23 — Grids and Alignment | HCI Course | Stanford University

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🔔 Stay Connected! Get the latest insights on Artificial Intelligence (AI) 🧠, Natural Language Processing (NLP) 📝, and Large Language Models (LLMs) 🤖. Follow (https://twitter.com/mtnayeem) on Twitter 🐦 for real-time ...updates, news, and discussions in the field.

Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

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Lecture 24 — Reading and Navigating | HCI Course | Stanford University

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Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 25 — Designing Studies You Can Learn From | HCI | Stanford University

🔔 Stay Connected! Get the latest insights on Artificial Intelligence [...]

🔔 Stay Connected! Get the latest insights on Artificial Intelligence (AI) 🧠, Natural Language Processing (NLP) 📝, and Large Language Models (LLMs) 🤖. Follow (https://twitter.com/mtnayeem) on Twitter 🐦 for real-time ...updates, news, and discussions in the field.

Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 26 — Assigning Participants to Conditions | HCI Course | Stanford University

🔔 Stay Connected! Get the latest insights on Artificial Intelligence [...]

🔔 Stay Connected! Get the latest insights on Artificial Intelligence (AI) 🧠, Natural Language Processing (NLP) 📝, and Large Language Models (LLMs) 🤖. Follow (https://twitter.com/mtnayeem) on Twitter 🐦 for real-time ...updates, news, and discussions in the field.

Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 27 — In Person Experiments | HCI Course | Stanford University

🔔 Stay Connected! Get the latest insights on Artificial Intelligence [...]

🔔 Stay Connected! Get the latest insights on Artificial Intelligence (AI) 🧠, Natural Language Processing (NLP) 📝, and Large Language Models (LLMs) 🤖. Follow (https://twitter.com/mtnayeem) on Twitter 🐦 for real-time ...updates, news, and discussions in the field.

Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 28 — Running web experiments - (Introduction) | HCI | Stanford University

🔔 Stay Connected! Get the latest insights on Artificial Intelligence [...]

🔔 Stay Connected! Get the latest insights on Artificial Intelligence (AI) 🧠, Natural Language Processing (NLP) 📝, and Large Language Models (LLMs) 🤖. Follow (https://twitter.com/mtnayeem) on Twitter 🐦 for real-time ...updates, news, and discussions in the field.

Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 29 — Running web experiments - (Part 2) | HCI | Stanford University

🔔 Stay Connected! Get the latest insights on Artificial Intelligence [...]

🔔 Stay Connected! Get the latest insights on Artificial Intelligence (AI) 🧠, Natural Language Processing (NLP) 📝, and Large Language Models (LLMs) 🤖. Follow (https://twitter.com/mtnayeem) on Twitter 🐦 for real-time ...updates, news, and discussions in the field.

Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 30 — Running web experiments - (Part 3) | HCI Course | Stanford University

🔔 Stay Connected! Get the latest insights on Artificial Intelligence [...]

🔔 Stay Connected! Get the latest insights on Artificial Intelligence (AI) 🧠, Natural Language Processing (NLP) 📝, and Large Language Models (LLMs) 🤖. Follow (https://twitter.com/mtnayeem) on Twitter 🐦 for real-time ...updates, news, and discussions in the field.

Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 31 — Comparing rates | HCI Course | Stanford University

🔔 Stay Connected! Get the latest insights on Artificial Intelligence [...]

🔔 Stay Connected! Get the latest insights on Artificial Intelligence (AI) 🧠, Natural Language Processing (NLP) 📝, and Large Language Models (LLMs) 🤖. Follow (https://twitter.com/mtnayeem) on Twitter 🐦 for real-time ...updates, news, and discussions in the field.

Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

• Save

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Lecture 32 — Reflections on HCI | HCI Course | Stanford University

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Check out the following interesting papers. Happy learning!

Paper Title: "On the Role of Reviewer Expertise in Temporal Review Helpfulness Prediction"
Paper: https://aclanthology.org/2023.findings-eacl.125/
Dataset: https://huggingface.co/datasets/tafseer-nayeem/review_helpfulness_prediction

Paper Title: "Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion"
Paper: https://aclanthology.org/C18-1102/

Paper Title: "Extract with Order for Coherent Multi-Document Summarization"
Paper: https://aclanthology.org/W17-2407.pdf

Paper Title: "Paraphrastic Fusion for Abstractive Multi-Sentence Compression Generation"
Paper: https://dl.acm.org/doi/abs/10.1145/3132847.3133106

Paper Title: "Neural Diverse Abstractive Sentence Compression Generation"
Paper: https://link.springer.com/chapter/10.1007/978-3-030-15719-7_14Show More

AI For Everyone LESSON 1: Introduction to Artificial Intelligence for Absolute Beginners

You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

https://www.patreon.com/PaulMcWhorter

In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I give an easy to understand description of what Artificial Intelligence is, and describe the things you will be learning in this series of lessons. This class will be based on Python running on a Windows 10 PC. We will be using openCV to do the work. I will teach OpenCV, but it would be good if you have basic familiarity with Python.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
#ArtificialIntelligence
#Python
#OpenCVShow More

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AI For Everyone LESSON 1: Introduction to Artificial Intelligence for Absolute Beginners

You guys can help me out over at Patreon, and that will help me keep [...]

You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

https://www.patreon.com/PaulMcWhorter

In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I give an easy to understand description of what Artificial Intelligence is, and describe the things you will be learning in this series of lessons. This class will be based on Python running on a Windows 10 PC. We will be using openCV to do the work. I will teach OpenCV, but it would be good if you have basic familiarity with Python.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
#ArtificialIntelligence
#Python
#OpenCVShow More

• Save

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AI for Everyone LESSON 2: Running Two Different Versions of Python on the Same Computer

You guys can help me out over at Patreon, and that will help me keep [...]

You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

https://www.patreon.com/PaulMcWhorter

In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I give an easy to understand description how to run multiple versions of python on the same computer. I will show two different methods for determining which version of python runs when more than one exists on your system.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
#ArtificialIntelligence
#Python
#OpenCVShow More

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AI for Everyone LESSON 3: Understanding and Using Python Virtual Environments

You guys can help me out over at Patreon, and that will help me keep [...]

You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

https://www.patreon.com/PaulMcWhorter

In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I give an easy to understand description and step by step instruction on how to create and use python virtual environments. Virtual environments create python sand boxes to play in so that library installations do not corrupt your main python installations. We will be doing all our Artificial Intelligence work inside virtual environments so make sure you understand this lesson.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
#ArtificialIntelligence
#Python
#OpenCVShow More

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AI for Everyone LESSON 4: Installing and Configuring Visual Studio Code on Windows 10

You guys can help me out over at Patreon, and that will help me keep [...]

You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

https://www.patreon.com/PaulMcWhorter

In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I give an easy to understand description and step by step instruction on how to install Visual Studio Code on Windows 10. We will also show how to configure visual studio code to run different versions of python. Your life will be easier and my life will be easier if we both are using the same IDE and have it configured the same.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
#ArtificialIntelligence
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#OpenCVShow More

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AI for Everyone LESSON 4 SUPPLEMENTAL: Visual Studio Code Not Finding Python or Virtual Environments

You guys can help me out over at Patreon, and that will help me keep [...]

You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

https://www.patreon.com/PaulMcWhorter

In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I give an update to LESSON 4. I know many of you were struggling with Visual Studio Code not finding your python virtual environment when you created new environments in powershell. In this supplemental lesson I will recreate the error and show you how to fix it.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
#ArtificialIntelligence
#Python
#VisualStudioCodeShow More

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AI for Everyone LESSON 5: Installing OpenCV in Windows and Launching WEBCAM

You guys can help me out over at Patreon, and that will help me keep [...]

You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

https://www.patreon.com/PaulMcWhorter

In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I show how to install opencv on windows, and how to write your first opencv program. We will show how to grab a frame from the camera, and then show it using cv2.imshow.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
#ArtificialIntelligence
#Python
#VisualStudioCodeShow More

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AI for Everyone LESSON 5 HOMEWORK SOLUTION: Displaying Multiple OpenCV Video Windows

You guys can help me out over at Patreon, and that will help me keep [...]

You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

https://www.patreon.com/PaulMcWhorter

In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I show how to convert a WEB camera image to a gray scale. Then I will show how you can create multiple display video windows and show different versions of the frame in different windows.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
#ArtificialIntelligence
#Python
#VisualStudioCodeShow More

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AI for Everyone LESSON 6: Faster Launch of WEBcam and Smoother Video in OpenCV on Windows

You guys can help me out over at Patreon, and that will help me keep [...]

You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

https://www.patreon.com/PaulMcWhorter

In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I show how to install opencv on windows, and how to write your first opencv program. We will show how to grab a frame from the camera, and then show it using cv2.imshow.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
#ArtificialIntelligence
#Python
#VisualStudioCodeShow More

• Save

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Managing Multiple Windows Size and Position in OpenCV

You guys can help me out over at Patreon, and that will help me keep [...]

You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

https://www.patreon.com/PaulMcWhorter

In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I show how to resize windows and images in OpenCV and how to move windows in OpenCV using python. We will also see how to manage multiple windows so that they stack nicel.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 7: Understanding Pictures and Images as Data Arrays

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

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In this video I show you how to understand images and pictures as simply two dimensional data arrays. I show the use of Numpy slice function to define different regions of interest (ROI).

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 7: HOMEWORK SOLUTION, Creating Checkerboard Pattern in OPENCV

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

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In this video I show how to use OpenCV in Python to create a visual of a checkerboard the proper size and color. The checkerboard has 64 squares and is 8X8 in size. This is the homework solution for lesson number 7. We will show you how to use the numpy slice function to define the squares in the numpy image array.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 8: Putting Text, Rectangles and Circles on Images in OpenCV

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

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In this video I show how to use OpenCV in Python to rectangles, circles and text on an image frame. This can be done on live video or still images.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 8: HOMEWORK SOLUTION Calculating Frames Per Second (FPS) in OpenCV

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

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In this video I show how to use measure and calculate the frames per second (fps) you are getting in your openCV program. I show how to display the fps on the openCV window using the cv2.putText command. Then I show how to create a low pass filter to smooth the data you are getting.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 9: Understanding Region of Interest (ROI) in OpenCV

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

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In this video I will introduce the concept of ROI, or Region of Interest. In Artificial Intelligence, huge computation loads are put on your CPU or GPU. It is an advantage to only analyze smaller areas of your image when possible. These smaller areas are called the region of interest. Today we will help you become familiar with regions of interest in openCV.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 9: HOMEWORK SOLUTION Understanding ROI in OpenCV

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

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In this video I will introduce the concept of ROI, or Region of Interest. In Artificial Intelligence, huge computation loads are put on your CPU or GPU. I take you through the solution to the homework in the earlier lesson. We show how to create a region of interest, manipulate it, and then return the modified ROI to the original frame. We then bounce the ROI frame around the frame. Enjoy!

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 10: Processing Mouse Clicks and Events in OpenCV

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

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In this video I will show how to interact with your OpenCV video by listening for and processing various mouse clicks. I show how you can control parameters and affect your video by using mouse clicks. I take you through it step by step, and I do not assume you are an expert.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 10: HOMEWORK SOLUTION Create a Region of Interest with the Mouse

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

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In this video I will show how to create a Region of Interest, (ROI) by processing mouse clicks and mouse events. The ROI is selected by depressing, moving and then releasing the mouse button. Mouse events are convenient way to interact with your OpenCV video. This is the homework solution to the homework given in Lesson 10

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 11: Creating and Using Trackbars in OpenCV

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

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In this video I will show how you can interact with your program and dynamically control program parameters by creating and using trackbars. Trackbars allow you to send parameter values into your video in real time. I will show you step by step, and do not assume you already are an expert.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 11: HOMEWORK SOLUTION Creating and Using Trackbars in OpenCV

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You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show you the solution to the homework assignment in LESSON 11. I will show how to use trackbars in OpenCV to adjust the frame size and the position of your OpenCV window on your desktop. I show step by step instructions, and do not assume you are an expert.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 12: Understanding the HSV Color Space

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

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In this video I will show how you how to understand the HSV, Hue Saturation Value, color space. We will show how it is difficult to track an object on color with in the RGB color space. In order to track objects in OpenCV, the HSV color space is the preferred method.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 12: HOMEWORK SOLUTION Understanding the HSV Color Space

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You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show how you the solution to the homework given in lesson 12. I will show how to generate an image of the HSV color space. We generate Hue, Saturation, and Value charts for different parameters.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 13: Tracking an Object Based on Color in OpenCV

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show you how to track an object based on color. We will use trackbars to train the model, and then will create masks to select only the object of the desired color. I will show you step-by-step instruction, and I do not assume you are already an expert..

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 13: HOMEWORK SOLUTION Tracking an Object Based on Color in OpenCV

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show how you the solution to the homework given in lesson 12. I will show how to generate an image of the HSV color space. We generate Hue, Saturation, and Value charts for different parameters.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 14: Understanding Contours in OpenCV

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show how to track on object of interest in OpenCV based on Color. We will work in the HSV color space, and we will use contours to track (x,y) position of the object in real time. I do not assume you are an expert, and can show even a beginner how to do this with step by step instructions.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 14: HOMEWORK SOLUTION Understanding Contours in OpenCV

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show the homework solution which I assigned in LESSON 14. I will show you how you can move the video window on your screen using hand gestures by tracking your object of interest. I do not assume you are an expert, and can show even a beginner how to do this with step by step instructions.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 15: Face Detection using OpenCV

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show how to do face detection in OpenCV. We will learn to use pretrained models. We will be using a library of Haar Cascades as our models. We show how to find a face in an image, and then box and track it. I take you through this lesson step-by-step and do not assume you are already an expert.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 15: HOMEWORK SOLUTION EDITION Face Detection using OpenCV

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show how to do face detection in OpenCV. I then show hos a ROI can be created of just the face, and that region can then be searched for eyes, and then the eyes detected and boxed. I give step by step instruction on how to do this, and I do not assume you are already an expert.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 16: Face Recognition with OpenCV

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You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show how to do face recognition in OpenCV. I show how to train your model with faces you are interested in, and then find those faces on other images.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 16: HOMEWORK SOLUTION Face Recognition with OpenCV

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show how to do face recognition in OpenCV. I show how to train your model with faces you are interested in, and then find those faces on other images.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 17: Walk Through Your File System with os.walk

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show how to do face recognition in OpenCV. I show how to train your model with faces you are interested in, and then find those faces on other images. In this episode we show how to automate the face recognition model by using the os.walk command. With this, we can walk through and auto-train on all the known faces.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 17: HOMEWORK SOLUTION Automatically Train Your Face Recognition Model

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show how to do face recognition in OpenCV. I show how to train your model with faces you are interested in, and then find those faces on other images. In this episode we show how to automate the face recognition model by using the os.walk command. With this, we can walk through and auto-train on all the known faces.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 18: Mediapipe for Hand Detection and Pose Estimation

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show how to do hand detection and pose estimation in python with OpenCV and mediapipe. Mediapipe does the hard work for you, but returns a difficult data structure. We will take you through step by step how to unpack the data returned from the mediapipe library.


[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone HOMEWORK SOLUTION 18: Parsing Mediapipe Landmark Data

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show how to do hand detection and pose estimation in python with OpenCV and mediapipe. Mediapipe does the hard work for you, but returns a difficult data structure. In this lesson I show you how to parse the mediapipe landmark data to create simple to use data structures. I show you how to do this with a function, and then show you a more elegant solution using a python class.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 19: Create Python Games in OpenCV Using Mediapipe

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You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show you how you can begin to develop gesture based python games using openCV and mediapipe. We will consider the classic arcade game of Pong. I will show you some ideas to get you started in this lesson, and your homework assignment will be to fully develop a gesture based Pong game.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 19 HOMEWORK SOLUTION: Gesture Based Pong Arcade Game

You guys can help me out over at Patreon, and that will help me keep [...]

You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show you how you how you can use Mediapipe, OpenCV and Python to create a gesture based version of the classic Pong arcade game.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 20: Determine Right and Left Hands in Mediapipe

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You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show you how you how you can use Mediapipe, OpenCV and Python to find and analyze hands. We show how to create a class to parse the complex data structures returned by Mediapipe. In this lesson we specifically show you how to determine whether a found hand is a right hand or a left hand. We show how to differentiate handedness. We modify our class structure to keep track of handedness.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 20 HOMEWORK SOLUTION: Gesture Based Classic Pong Arcade Game with Mediapipe

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You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

https://www.patreon.com/PaulMcWhorter

In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show you how you how you can use Mediapipe, OpenCV and Python to find and analyze hands. We show how to create a gesture based version of the classic arcade game of pong. We create a two player game which analyzes hand positions to move game paddles..

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 21: Real Time Pose Estimation with Mediapipe and Python

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You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show you how you how you can use Mediapipe, OpenCV and Python to find and analyze pose landmarks. We show you how to create a full body pose estimation capable of analyzing live video from a WEB cam or other source. We show how to parse the data coming from mediapipe.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 21 HOMEWORK SOLUTION: Parsing Pose and Hand Landmark Data in Mediapipe

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You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

https://www.patreon.com/PaulMcWhorter

In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show you how you how you can use Mediapipe, OpenCV and Python to find and analyze pose landmarks. We show you how to create a full body pose estimation capable of analyzing live video from a WEB cam or other source. We show how to parse the data coming from mediapipe.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 22: Super Fast Face Detection Using Mediapipe

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You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

https://www.patreon.com/PaulMcWhorter

In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show you how you how you can use Mediapipe, OpenCV and Python to quickly detect faces from streaming video in real time. We detect faces and then show how to parse the data coming from mediapipe.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 22 HOMEWORK SOLUTION: parsing Mediapipe Pose, Face and Hand Landmarks

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You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

https://www.patreon.com/PaulMcWhorter

In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show you how you how you can use Mediapipe, OpenCV and Python to quickly detect faces from streaming video in real time. We show how to create python classes which will allow you to quickly and easily parse the complex data sets coming back from mediapipe. We show some simple demonstration of the use of these python classes we create

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 23 : Parsing Mediapipe Pose, Face Mesh and Hand Landmarks

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You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

https://www.patreon.com/PaulMcWhorter

In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show you how you how you can use Mediapipe, OpenCV and Python to quickly find face landmarks from streaming video in real time. We show how to both find and display a mediapipe face mesh.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 23 SOLUTION: Parsing Mediapipe Pose, Face Mesh and Hand Landmarks

You guys can help me out over at Patreon, and that will help me keep [...]

You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

https://www.patreon.com/PaulMcWhorter

In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show you how you how you can use Mediapipe, OpenCV and Python to quickly find face landmarks from streaming video in real time. We show how to both find and display a mediapipe face mesh. We create a python class to be a useful tool for interacting with Mediapipe in future programs. Using this class the Face Mesh landmarks are put in a simple array data structure, and are easy to interact with.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 24: Introduction to Using MediaPipe for Gesture Detection and Recognition

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You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

https://www.patreon.com/PaulMcWhorter

In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video I will show you how you how you can use Mediapipe, OpenCV and Python to detect hand landmarks, and then will show an algorithm that should allow us to detect and recognize hand gestures.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 25: First Attempt at Using MediaPipe for Gesture Detection

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You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

https://www.patreon.com/PaulMcWhorter

In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video we will take a first look at using the handLandmarks from mediaPipe to detect and recognize hand gestures. We define a conceptual algorithm which shows a lot of promis.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 26: Accurate Gesture Recognition using Python and MediaPipe

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You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video we will take a first look at using the hand Landmarks from mediaPipe to detect and recognize hand gestures. We use the conceptual algorithm developed in 25 and further develop it to accurately train on and recognize hand gestures.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 27: Improved Gesture Recognition in Python and MediaPipe

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You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video we show how to accurately recognize gestures independent of their distance from the camera. We use python and mediapiper.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 28: Storing and Loading Gesture Training Data in Mediapipe

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

In this video we show how to accurately recognize gestures independent of their distance from the camera. We use python and mediapipe. In this lesson we show how we can store and load training data so the model does not have to be trained each time you run it.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 29: Control of Real World Objects with Gesture Recognition in Mediapipe

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

This is a really exciting lesson. We will use the code that we developed in lesson 28 to now control things in the real world. I will show you how to pass data from our python program to Arduino. We will train the python program to recognize hand gestures and use those gestures to control LED on the arduino breadboard.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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AI for Everyone LESSON 30: Concluding Thoughts on AI Class

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You guys can help me out over at Patreon, and that will help me keep my gear updated, and help me keep this quality content coming:

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In these lessons we will ...be using a logitech webcam. If you use the identical camera that I have, you will be ensured to get the same results. I suggest your life will be easier if you use the same camera I am using, available from Amazon below:

https://amzn.to/3iwgIW0

This has been a really fun class, but we are wrapping it up for now. We have learned OpenCV, Python, and Mediapipa, and then have shown you how to pass data from your gesture recognition work to Arduino for controling things in the real world. We talk about where we are and next steps in this video.

[Disclosure of Material Connection: I am a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and linking to amazon.com. This means if you visit the link and purchase the item, I will receive an affiliate commission. Regardless, I only recommend products or services I use personally and believe will add value to my readers.]
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