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3" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=PHC2dm4E_VQ", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 10, Part 4" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=4Km05TctgNw", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 10, Part 5" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=LkTmiylbHYk", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 11, Part 1" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=pSvjDO1B9WY", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 11, Part 2" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=zKiyNUSLGbQ", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 11, Part 3" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=7OjR-DSS7dM", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 11, Part 4" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=2EWicx9uP1Q", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 11, Part 5" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=UQGS4ycGv8g", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfVYGEGiAOMaOzzv41Jfm_Ps", "title": "CS 285: Lecture 12, Part 1: Model-Based RL with Policies" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=2POKgmzPAto", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfVYGEGiAOMaOzzv41Jfm_Ps", "title": "CS 285: Lecture 12, Part 2: Model-Based RL with Policies" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=JnHoKjSvLjs", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfVYGEGiAOMaOzzv41Jfm_Ps", "title": "CS 285: Lecture 12, Part 3: Model-Based RL with Policies" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=y2WXOeZ_tvc", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfVYGEGiAOMaOzzv41Jfm_Ps", "title": "CS 285: Lecture 12, Part 4: Model-Based RL with Policies" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=RTLeJrp5Yp4", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 13, Part 1" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=bb3Aus4R654", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 13, Part 2" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=VR6no95qNts", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 13, Part 3" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=85_0i1Ug1kg", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 13, Part 4" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=9Y9lHFgiJZ0", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 13, Part 5" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=40-_EclzZ5Q", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 13, Part 6" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=HnV3ed8wqPA", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 14, Part 1" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=FxzreFYUkxo", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 14, Part 2" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=N9I0jstOWCc", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 14, Part 3" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=9O3GMntSL80", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 14, Part 4" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=NV4oSWe1H9o", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfXxKgI1GgyV1B_Xa0DxE5eH", "title": "CS 285: Lecture 15, Part 1: Offline Reinforcement Learning" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=9HrN6nHoxD8", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfXxKgI1GgyV1B_Xa0DxE5eH", "title": "CS 285: Lecture 15, Part 2: Offline Reinforcement Learning" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=YNritd36FB0", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfXxKgI1GgyV1B_Xa0DxE5eH", "title": "CS 285: Lecture 15, Part 3: Offline Reinforcement Learning" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=TCn26YClkCw", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfXxKgI1GgyV1B_Xa0DxE5eH", "title": "CS 285: Lecture 16, Part 1: Offline Reinforcement Learning 2" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=tKXMLG4FKpI", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfXxKgI1GgyV1B_Xa0DxE5eH", "title": "CS 285: Lecture 16, Part 2: Offline Reinforcement Learning 2" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=KG1MsrGlPwQ", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfXxKgI1GgyV1B_Xa0DxE5eH", "title": "CS 285: Lecture 16, Part 3: Offline Reinforcement Learning 2" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=0MBLPA4gZPA", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfXxKgI1GgyV1B_Xa0DxE5eH", "title": "CS 285: Lecture 16, Part 4: Offline Reinforcement Learning 2" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=o1dB2xDcCuo", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfXxKgI1GgyV1B_Xa0DxE5eH", "title": "CS 285: Lecture 17, Part 1: RL Theory" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=C0vnW9wkZRc", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfXxKgI1GgyV1B_Xa0DxE5eH", "title": "CS 285: Lecture 17, Part 2: RL Theory" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=UTMpM4orS30", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 18, Variational Inference, Part 1" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=VWb0ZywWpqc", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 18, Variational Inference, Part 2" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=4LuA5m5Hsxc", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 18, Variational Inference, Part 3" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=_W2eVLi8rQA", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfVYGEGiAOMaOzzv41Jfm_Ps", "title": "CS 285: Lecture 18, Variational Inference, Part 4" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=MzVlYYGtg0M", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 19, Control as Inference, Part 1" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=1NgU3EKHlpY", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 19, Control as Inference, Part 2" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=PAvT1Ypvmm4", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 19, Control as Inference, Part 3" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=LyG1lLf1BQc", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 19, Control as Inference, Part 4" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=QYY94MXgmnc", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 19, Control as Inference, Part 5" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=EcxpbhDeuZw", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 20, Inverse Reinforcement Learning, Part 1" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=82Sr9YqeQNc", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 20, Inverse Reinforcement Learning, Part 2" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=OsO2nLfxZVQ", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 20, Inverse Reinforcement Learning, Part 3" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=ubwJh6jx4Dc", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 20, Inverse Reinforcement Learning, Part 4" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=BqZC7mDSbIg", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfVYGEGiAOMaOzzv41Jfm_Ps", "title": "CS 285: Eric Mitchell: Reinforcement Learning from Human Feedback: Algorithms & Applications" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=hZNqpUfqwH0", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfVYGEGiAOMaOzzv41Jfm_Ps", "title": "CS 285: Andrea Zanette: Towards a Statistical Foundation for Reinforcement Learning" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=egJgDbe5oaM", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfVYGEGiAOMaOzzv41Jfm_Ps", "title": "CS 285: Lecture 21, RL with Sequence Models & Language Models, Part 1" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=_CHrLrzTptg", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfVYGEGiAOMaOzzv41Jfm_Ps", "title": "CS 285: Lecture 21, RL with Sequence Models & Language Models, Part 2" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=UZS9jJUn8xo", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfVYGEGiAOMaOzzv41Jfm_Ps", "title": "CS 285: Lecture 21, RL with Sequence Models & Language Models, Part 3" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=y1BKW2PN4pU", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfVYGEGiAOMaOzzv41Jfm_Ps", "title": "CS 285: Lecture 22, Part 1: Transfer Learning & Meta-Learning" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=ZQcznz2X0CQ", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfVYGEGiAOMaOzzv41Jfm_Ps", "title": "CS 285: Lecture 22, Part 2: Transfer Learning & Meta-Learning" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=zRfEYSduARc", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfVYGEGiAOMaOzzv41Jfm_Ps", "title": "CS 285: Lecture 22, Part 3: Transfer Learning & Meta-Learning" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=D6LGzeXK1_8", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfVYGEGiAOMaOzzv41Jfm_Ps", "title": "CS 285: Lecture 22, Part 4: Transfer Learning & Meta-Learning" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=NgSMFMcT2Q4", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfVYGEGiAOMaOzzv41Jfm_Ps", "title": "CS 285: Lecture 22, Part 5: Transfer Learning & Meta-Learning" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=nkl5FN3PMqs", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfVYGEGiAOMaOzzv41Jfm_Ps", "title": "CS 285: Lecture 23, Part 1: Challenges & Open Problems" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=K0sYKeM_3Is", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfVYGEGiAOMaOzzv41Jfm_Ps", "title": "CS 285: Lecture 23, Part 2: Challenges & Open Problems" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=CMBUdjvM3TY", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfVYGEGiAOMaOzzv41Jfm_Ps", "title": "CS 285: Guest Lecture: Aviral Kumar" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=5gZnuAa55gQ", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfVYGEGiAOMaOzzv41Jfm_Ps", "title": "CS 285: Guest Lecture: Dorsa Sadigh" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=JHrlF10v2Og", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 1, Part 1" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=IoF7D0qec0I", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 1, Part 2" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=BYoKE9yRy8g", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 1, Part 3" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=xRmBEnI55es", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 1, Part 4" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=HUzyjOsd2PA", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 2, Part 1" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=988gLurg01U", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 2, Part 2" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=H_z7vxGhsQk", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 2, Part 3" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=ajAaM5FMRz4", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 2, Part 4" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=e2PpdPC34kI", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 2, Part 5" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=nM9f-5oQ86Y", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 2, Part 6" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=AOypIa_8RXg", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfXxKgI1GgyV1B_Xa0DxE5eH", "title": "CS 285: Lecture 3, Part 1" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=kPa6hU9prg4", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfXxKgI1GgyV1B_Xa0DxE5eH", "title": "CS 285: Lecture 3, Part 2" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=ubSsUJbLkwM", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfXxKgI1GgyV1B_Xa0DxE5eH", "title": "CS 285: Lecture 3, Part 3" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=dsNtkT7LF8M", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfXxKgI1GgyV1B_Xa0DxE5eH", "title": "CS 285: Lecture 3, Part 4" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=Px3dQiv6R7E", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfXxKgI1GgyV1B_Xa0DxE5eH", "title": "CS 285: Lecture 3, Part 5" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=5GJkqMFgADw", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 12, Part 1" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=cVnTRwrY4lE", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 12, Part 2" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=wXcu6xMs9BM", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 12, Part 3" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=DszxsbAl8Eo", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 12, Part 4" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=nRji3pMCCPo", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 18, Variational Inference, Part 4" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=IIFS2u4V7pk", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 21, Transfer Learning, Part 1" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=9a9rKtWF85I", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 21, Transfer Learning, Part 2" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=D3KWk4VaLSs", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 21, Transfer Learning, Part 3" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=gdd7QMBbXNk", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 21, Transfer Learning, Part 4" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=oVEvw_0Qqjc", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 21, Transfer Learning, Part 5" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=mftNApIM1Yc", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 22, Meta-Learning, Part 1" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=tKOnUVhFZ5o", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 22, Meta-Learning, Part 2" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=UY8Az7kcL7Q", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 22, Meta-Learning, Part 3" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=w9KAmvUA9WI", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 22, Meta-Learning, Part 4" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=RmkPSD92-Ro", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 22, Meta-Learning, Part 5" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=3ezmV6y6WUw", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 23, Open Problems, Part 1" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=i25Vb1LB0DE", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 23, Open Problems, Part 2" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=GArIRCAeSiQ", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 23, Open Problems, Part 3" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=_zMe9Vw6am8", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfXxKgI1GgyV1B_Xa0DxE5eH", "title": "CS 285: Guest Lecture, Tengyu Ma" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=HTabaAB0u20", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfXxKgI1GgyV1B_Xa0DxE5eH", "title": "CS 285: Guest Lecture: Zico Kolter" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=StQXBm1OMGc", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfXxKgI1GgyV1B_Xa0DxE5eH", "title": "CS 285: Guest Lecture: Karol Hausman" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=0xfhyVYryEw", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfXxKgI1GgyV1B_Xa0DxE5eH", "title": "CS 285: Guest Lecture, Natasha Jaques" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=g4_2IfZqDLI", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 6, Part 3" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=ft1YdOEpAQg", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 15, Part 1" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=B_HuNSjxbKg", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 15, Part 2" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=scYY2Q8ENJs", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 15, Part 3" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=BeWIyptRj9Y", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 15, Part 4" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=VyUvgCNX_Vk", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 15, Part 5a" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=oZ-m7amJiRE", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 15, Part 5b" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=Gelfx1FJLu4", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 16, Part 1" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=c22anX3wiSo", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 16, Part 2" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=RsagaGXSN_k", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 16, Part 3" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=IE4kUR3yN8o", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 16, Part 4" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=KUDKSxflwYI", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 17, Part 1" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=SlxQhZWQ62o", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 17, Part 2" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=nctFgWfN6yA", "playlist": "https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc", "title": "CS 285: Lecture 17, Part 3" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=SinprXg2hUA", "playlist": "https://www.youtube.com/playlist?list=PLkFD6_40KJIwhWJpGazJ9VSj9CFMkb79A", "title": "CS285 Fa19 8/28/19" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=TUBBIgtQL_k", "playlist": "https://www.youtube.com/playlist?list=PLkFD6_40KJIwhWJpGazJ9VSj9CFMkb79A", "title": "CS285 Fa19 9/4/19" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=6PYJFUu3eLQ", "playlist": "https://www.youtube.com/playlist?list=PLkFD6_40KJIwhWJpGazJ9VSj9CFMkb79A", "title": "CS285 Fa19 9/9/19" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=w_IIP-swuVo", "playlist": "https://www.youtube.com/playlist?list=PLkFD6_40KJIwhWJpGazJ9VSj9CFMkb79A", "title": "CS285 Fa19 9/11/19" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=Ds1trXd6pos", "playlist": "https://www.youtube.com/playlist?list=PLkFD6_40KJIwhWJpGazJ9VSj9CFMkb79A", "title": "CS285 Fa19 9/16/19" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=EKqxumCuAAY", "playlist": "https://www.youtube.com/playlist?list=PLkFD6_40KJIwhWJpGazJ9VSj9CFMkb79A", "title": "CS285 Fa19 9/18/19" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=doR5bMe-Wic", "playlist": "https://www.youtube.com/playlist?list=PLkFD6_40KJIwhWJpGazJ9VSj9CFMkb79A", "title": "CS285 Fa19 9/23/19" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=7Lwf-BoIu3M", "playlist": "https://www.youtube.com/playlist?list=PLkFD6_40KJIwhWJpGazJ9VSj9CFMkb79A", "title": "CS285 Fa19 9/25/19" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=uR1Ubd2hAlE", "playlist": "https://www.youtube.com/playlist?list=PLkFD6_40KJIwhWJpGazJ9VSj9CFMkb79A", "title": "CS285 Fa19 9/30/19" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=pE0GUFs-EHI", "playlist": "https://www.youtube.com/playlist?list=PLkFD6_40KJIwhWJpGazJ9VSj9CFMkb79A", "title": "CS285 Fa19 10/2/19" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=6JDfrPRhexQ", "playlist": "https://www.youtube.com/playlist?list=PLkFD6_40KJIwhWJpGazJ9VSj9CFMkb79A", "title": "CS285 Fa19 10/7/19" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=9AbBfIgTzoo", "playlist": "https://www.youtube.com/playlist?list=PLkFD6_40KJIwhWJpGazJ9VSj9CFMkb79A", "title": "CS285 Fa19 10/14/19" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=Pei6G8_3r8I", "playlist": "https://www.youtube.com/playlist?list=PLkFD6_40KJIwhWJpGazJ9VSj9CFMkb79A", "title": "CS285 Fa19 10/16/19" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=DP0SJrNgV60", "playlist": "https://www.youtube.com/playlist?list=PLkFD6_40KJIwhWJpGazJ9VSj9CFMkb79A", "title": "CS285 Fa19 10/21/19" }, { "dataset": "courses", "owner": "25-CS185-285-Deep-Reinforcement-Learning", "url": "https://www.youtube.com/watch?v=eeww07Jxncw", "playlist": "https://www.youtube.com/playlist?list=PLkFD6_40KJIwhWJpGazJ9VSj9CFMkb79A", "title": 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"https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 02 - Representation: Directed GMs (BNs)" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=MFqRIgzi9vQ", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 03 - Representation: Undirected GMs (MRFs)" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=LBMNMWgp8PU", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 04 - Exact Inference: Variable Elimination" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=XjikIgzLT9E", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 06 - Learning partially observed GM" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=BUmEdFYkdRw", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 07 - Maximum likelihood learning of undirected GM" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=jIziEg0NoTo", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 08 - Causal Discovery and Inference" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=VM4Nd7O2UWY", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 09 - Modeling networks: Gaussian graphical models and Ising models" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=ko4zGBEUCok", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 10 - Sequential Models" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=cBOgC8WFLMQ", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 11 - Sequential Models (cont'd) and Approximate Inference" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=r8EeHbtUk_E", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 12 - Belief Propagation (cont'd) and Theory of Variational Inference" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=aexfhQwcTO0", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 13 - Approximate Inference: Monte Carlo and Sequential Monte Carlo methods" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=oCRqPe-MlYc", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 14 - Markov Chain Monte Carlo" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=6vRnbht-L5M", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 15 - Statistical and Algorithmic Foundations of Deep Learning" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=Mgzwmlf5ap8", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 16 - Building Blocks of DL" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=hkiRiY6RPHo", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 17 - Deep Generative Models: Overview and Connections" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=lHX29lvt_0M", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 18 - Deep Generative Models (part II)" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=c3vRNaC93mw", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 19 - Case Study: Text Generation" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=PklKJKh-IWY", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 20 - Sequential decision making (part 1): The framework" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=9KD65Ms-KHk", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 21 - Sequential decision making (part 2): The algorithms" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=bCb2xvIuMOs", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 22 - Bayesian Nonparametrics" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=pqgbWOh_g3Q", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 23 - Bayesian Nonparametrics (cont'd)" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=5HxU_01vOc4", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 24 - Integrative Paradigms of GMs: Regularized Bayesian Methods" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=zTa36P2gVSA", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 25 - Elements of Spectral and Kernel GMs" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=X3qt3ZKw8vw", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 26 - Gaussian Processes and Elements of Metalearning" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=-Sah_kO458o", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 27 - Scalable Algorithms and Systems for Learning, Inference and Prediction" }, { "dataset": "courses", "owner": "36-11-777-MultiModal-Machine-Learning", "url": "https://www.youtube.com/watch?v=JCV8jRYcCgg", "playlist": "https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn", "title": "Lecture 27 - A Civil Engineering Perspective on AI" }, { "dataset": "courses", "owner": "17-6-S191-Introduction-to-Deep-Learning", "url": "https://www.youtube.com/watch?v=II4giR4vOOo", "playlist": "https://www.youtube.com/embed/videoseries?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI", "title": "MIT Introduction to Deep Learning | 6.S191" }, { "dataset": "courses", "owner": "17-6-S191-Introduction-to-Deep-Learning", "url": "https://www.youtube.com/watch?v=d02VkQ9MP44", "playlist": "https://www.youtube.com/embed/videoseries?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI", "title": "MIT 6.S191: Recurrent Neural Networks, Transformers, and Attention" }, { "dataset": "courses", "owner": "17-6-S191-Introduction-to-Deep-Learning", "url": "https://www.youtube.com/watch?v=pqIcoskUuWs", "playlist": "https://www.youtube.com/embed/videoseries?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI", "title": "MIT 6.S191: Convolutional Neural Networks" }, { "dataset": "courses", "owner": "17-6-S191-Introduction-to-Deep-Learning", "url": "https://www.youtube.com/watch?v=R8V8CbuxryI", "playlist": "https://www.youtube.com/embed/videoseries?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI", "title": "MIT 6.S191: Deep Generative Modeling" }, { "dataset": "courses", "owner": "17-6-S191-Introduction-to-Deep-Learning", "url": "https://www.youtube.com/watch?v=1ij3dweHu-0", "playlist": "https://www.youtube.com/embed/videoseries?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI", "title": "MIT 6.S191: Reinforcement Learning" }, { "dataset": "courses", "owner": "17-6-S191-Introduction-to-Deep-Learning", "url": "https://www.youtube.com/watch?v=ev7cLSd-ySE", "playlist": "https://www.youtube.com/embed/videoseries?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI", "title": "MIT 6.S191: Language Models and New Frontiers" }, { "dataset": "courses", "owner": "17-6-S191-Introduction-to-Deep-Learning", "url": "https://www.youtube.com/watch?v=XKOpA7iaJvg", "playlist": "https://www.youtube.com/embed/videoseries?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI", "title": "MIT 6.S191: The Three Laws of AI" }, { "dataset": "courses", "owner": "17-6-S191-Introduction-to-Deep-Learning", "url": "https://www.youtube.com/watch?v=rZACoZD8AG8", "playlist": "https://www.youtube.com/embed/videoseries?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI", "title": "MIT 6.S191: AI for Science" }, { "dataset": "courses", "owner": "17-6-S191-Introduction-to-Deep-Learning", "url": "https://www.youtube.com/watch?v=UZZD9d9YqnQ", "playlist": "https://www.youtube.com/embed/videoseries?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI", "title": "MIT 6.S191: Secrets of Massively Parallel Training" }, { "dataset": "courses", "owner": "17-6-S191-Introduction-to-Deep-Learning", "url": 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(Google)" }, { "dataset": "courses", "owner": "17-6-S191-Introduction-to-Deep-Learning", "url": "https://www.youtube.com/watch?v=_HfdncCbMOE", "playlist": "https://www.youtube.com/embed/videoseries?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI", "title": "MIT 6.S191 (2025): Large Language Models (Liquid AI)" }, { "dataset": "courses", "owner": "17-6-S191-Introduction-to-Deep-Learning", "url": "https://www.youtube.com/watch?v=CyCUZAf8xSU", "playlist": "https://www.youtube.com/embed/videoseries?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI", "title": "MIT 6.S191 (2025): A Hipocratic Oath, for *your* AI (Comet ML)" }, { "dataset": "courses", "owner": "17-6-S191-Introduction-to-Deep-Learning", "url": "https://www.youtube.com/watch?v=SSzSOeGP87I", "playlist": "https://www.youtube.com/embed/videoseries?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI", "title": "MIT 6.S191 (2025): AI for Biology (Microsoft)" }, { "dataset": "courses", "owner": "17-6-S191-Introduction-to-Deep-Learning", "url": 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for Media" }, { "dataset": "courses", "owner": "17-6-S191-Introduction-to-Deep-Learning", "url": "https://www.youtube.com/watch?v=ZAGiinWiFsE", "playlist": "https://www.youtube.com/embed/videoseries?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI", "title": "MIT 6.S191 (2024): Building AI Models in the Wild" }, { "dataset": "courses", "owner": "17-6-S191-Introduction-to-Deep-Learning", "url": "https://www.youtube.com/watch?v=QDX-1M5Nj7s", "playlist": "https://www.youtube.com/embed/videoseries?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI", "title": "MIT Introduction to Deep Learning (2023) | 6.S191" }, { "dataset": "courses", "owner": "17-6-S191-Introduction-to-Deep-Learning", "url": "https://www.youtube.com/watch?v=ySEx_Bqxvvo", "playlist": "https://www.youtube.com/embed/videoseries?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI", "title": "MIT 6.S191 (2023): Recurrent Neural Networks, Transformers, and Attention" }, { "dataset": "courses", "owner": "17-6-S191-Introduction-to-Deep-Learning", "url": 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Optimization Challenges)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=ck_ebwdxf-A", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij3NTWIdtMbfvX7Z-4WEXRqD", "title": "Deep Learning - Lecture 6.2 (Optimization: Optimization Algorithms)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=4EJKlREyIZ4", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij3NTWIdtMbfvX7Z-4WEXRqD", "title": "Deep Learning - Lecture 6.3 (Optimization: Optimization Strategies)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=mdBNMgVAiYA", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij3NTWIdtMbfvX7Z-4WEXRqD", "title": "Deep Learning - Lecture 6.4 (Optimization: Debugging Strategies)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": 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Learning - Lecture 8.2 (Sequence Models: Recurrent Network Applications)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=CsX0TelwR-s", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij3NTWIdtMbfvX7Z-4WEXRqD", "title": "Deep Learning - Lecture 8.3 (Sequence Models: Gated Recurrent Networks)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=vwG3KWzuACo", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij3NTWIdtMbfvX7Z-4WEXRqD", "title": "Deep Learning - Lecture 8.4 (Sequence Models: Autoregressive Models)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=xTiSIyizVZA", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij3NTWIdtMbfvX7Z-4WEXRqD", "title": "Deep Learning - Lecture 9.1 (Natural Language Processing: Language Models)" }, { "dataset": 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"30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=j8fKYusDqBs", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij3NTWIdtMbfvX7Z-4WEXRqD", "title": "Deep Learning - 10.1 (Graph Neural Networks: Machine Learning on Graphs)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=FKuAus8pvlI", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij3NTWIdtMbfvX7Z-4WEXRqD", "title": "Deep Learning - 10.2 (Graph Neural Networks: Graph Convolution Filters)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=fedPvvbtW6E", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij3NTWIdtMbfvX7Z-4WEXRqD", "title": "Deep Learning - 10.3 (Graph Neural Networks: Graph Convolution Networks)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": 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"title": "Self-Driving Cars - Lecture 3.2 (Direct Perception: Conditional Affordance Learning)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=c9i6mvAViuM", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 3.3 (Direct Perception: Visual Abstractions)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=J9xScghUaaw", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 3.4 (Direct Perception: Driving Policy Transfer)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=rl5yPBsfc2k", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 3.5 (Direct Perception: Online vs. Offline Evaluation)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=GYnlqiSqZiU", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 4.1 (Reinforcement Learning: Markov Decision Processes)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=ppvxzV_iHyY", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 4.2 (Reinforcement Learning: Bellman Optimality and Q-Learning)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=Q8qgjUqj5ss", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 4.3 (Reinforcement Learning: Deep Q-Learning)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=wuUUN_DvYP4", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 5.1 (Vehicle Dynamics: Introduction)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=D4AgX1zjx54", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 5.2 (Vehicle Dynamics: Kinematic Bicycle Model)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=gikM0m3AWIk", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 5.3 (Vehicle Dynamics: Tire Models)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=6fyUnoRxPvs", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 5.4 (Vehicle Dynamics: Dynamic Bicycle Model)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=O8RENvOxbTY", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 6.1 (Vehicle Control: Introduction)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=Gry1bbR1atc", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 6.2 (Vehicle Control: Black Box Control)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=A-RdRUMhOEU", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 6.3 (Vehicle Control: Geometric Control)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=r7Gmw3rBoEA", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 6.4 (Vehicle Control: Optimal Control)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=qdjxd7LSjF0", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 7.1 (Odometry, SLAM and Localization: Visual Odometry)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=8nZy1cZFoZM", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 7.2 (Odometry, SLAM and Localization: SLAM)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=FvhcHTfwHTQ", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 7.3 (Odometry, SLAM and Localization: Localization)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=4sWke_MN-K0", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 8.1 (Road and Lane Detection: Introduction)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=FiU-Hro5HrE", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 8.2 (Road and Lane Detection: Road Segmentation)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=DPRFZODRf9E", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 8.3 (Road and Lane Detection: Lane Marking Detection)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=GgXQFYc2nPw", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 8.4 (Road and Lane Detection: Lane Detection)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=9AgxecRWG4A", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 8.5 (Road and Lane Detection: Lane Tracking)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=SOERX7QUlJ8", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 9.1 (Reconstruction and Motion: Stereo Matching)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=OUHW52a-MT0", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 9.2 (Reconstruction and Motion: Freespace and Stixels)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=CrazEFoJdj8", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 9.3 (Reconstruction and Motion: Optical Flow)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=F8Fk6XAMiW8", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 9.4 (Reconstruction and Motion: Scene Flow)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=uxLmWOQ1Zpg", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 10.1 (Object Detection: Introduction)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=YiboaN03BwM", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 10.2 (Object Detection: Performance Evaluation)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=7I1XypMPCcw", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 10.3 (Object Detection: Sliding Window Object Detection)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=84HCwf8CCbE", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 10.4 (Object Detection: Region Based CNNs)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=JEVtVrNFb30", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 10.5 (Object Detection: 3D Object Detection)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=OG7f3cG01EE", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 11.1 (Object Tracking: Introduction)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=oc-as2xEnnU", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 11.2 (Object Tracking: Filtering)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=8uTXar8AWOw", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 11.3 (Object Tracking: Association)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=x9xBYfyjBc0", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 11.4 (Object Tracking: Holistic Scene Understanding)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=VAhBWF3PRM8", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 12.1 (Decision Making and Planning: Introduction)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=1T0trI6yDQc", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 12.2 (Decision Making and Planning: Route Planning)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=FOww4GONkwQ", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 12.3 (Decision Making and Planning: Behavior Planning)" }, { "dataset": "courses", "owner": "30-6-8300-Advances-in-Computer-Vision", "url": "https://www.youtube.com/watch?v=PSX18U1fYEY", "playlist": "https://www.youtube.com/playlist?list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr", "title": "Self-Driving Cars - Lecture 12.4 (Decision Making and Planning: Motion Planning)" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=DzpHeXVSC5I", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOaMFbaqxPDoLWjDaRAdP9D", "title": "Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 1 - Intro and Word Vectors" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=nBor4jfWetQ", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOaMFbaqxPDoLWjDaRAdP9D", "title": "Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 2 - Word Vectors and Language Models" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=HnliVHU2g9U", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOaMFbaqxPDoLWjDaRAdP9D", "title": "Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 3 - Backpropagation, Neural Network" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=KVKvde-_MYc", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOaMFbaqxPDoLWjDaRAdP9D", "title": "Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 4 - Dependency Parsing" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=fyc0Jzr74y4", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOaMFbaqxPDoLWjDaRAdP9D", "title": "Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 5 - Recurrent Neural Networks" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=Ba6Fn1-Jsfw", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOaMFbaqxPDoLWjDaRAdP9D", "title": "Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 6 - Sequence to Sequence Models" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=J7ruSOIzhrE", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOaMFbaqxPDoLWjDaRAdP9D", "title": "Stanford CS224N: NLP w/ DL | Spring 2024 | Lecture 7 - Attention, Final Projects and LLM Intro" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=LWMzyfvuehA", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4", "title": "Stanford CS224N NLP with Deep Learning | 2023 | Lecture 8 - Self-Attention and Transformers" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=DGfCRXuNA2w", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4", "title": "Stanford CS224N NLP with Deep Learning | 2023 | Lecture 9 - Pretraining" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=N9L32bFieEY", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4", "title": "Stanford CS224N NLP with Deep Learning | 2023 | Lecture 11 - Natural Language Generation" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=35X6zlhoCy4", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOaMFbaqxPDoLWjDaRAdP9D", "title": "Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 10 - Post-training by Archit Sharma" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=TO0CqzqiArM", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOaMFbaqxPDoLWjDaRAdP9D", "title": "Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 11 - Benchmarking by Yann Dubois" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=UVX7SYGCKkA", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOaMFbaqxPDoLWjDaRAdP9D", "title": "Stanford CS224N: NLP w/ DL | Spring 2024 | Lecture 12 - Efficient Training, Shikhar Murty" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=tfVgHsKpRC8", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOaMFbaqxPDoLWjDaRAdP9D", "title": "Stanford CS224N: NLP w/ DL| Spring 2024 | Lecture 13 - Brain-Computer Interfaces, Chaofei Fan" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=I0tj4Y7xaOQ", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOaMFbaqxPDoLWjDaRAdP9D", "title": "Stanford CS224N: NLP w/ DL | Spring 2024 | Lecture 14 - Reasoning and Agents by Shikhar Murty" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=dnF463_Ar9I", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOaMFbaqxPDoLWjDaRAdP9D", "title": "Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 15 - After DPO by Nathan Lambert" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=S8d-7v3f5MQ", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOaMFbaqxPDoLWjDaRAdP9D", "title": "Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 16 - ConvNets and TreeRNNs" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=NxH0Y78xcF4", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOaMFbaqxPDoLWjDaRAdP9D", "title": "Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 18 - NLP, Linguistics, Philosophy" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=5vfIT5LOkR0", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4", "title": "Stanford CS224N NLP with Deep Learning | 2023 | Lecture 16 - Multimodal Deep Learning, Douwe Kiela" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=cd3pRpEtjLs", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4", "title": "Stanford CS224N NLP with Deep Learning | 2023 | Lec. 19 - Model Interpretability & Editing, Been Kim" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=8j4wpU98Q74", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4", "title": "Stanford CS224N NLP with Deep Learning | 2023 | Python Tutorial, Manasi Sharma" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=Uv0AIRr3ptg", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4", "title": "Stanford CS224N NLP with Deep Learning | 2023 | PyTorch Tutorial, Drew Kaul" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=b80by3Xk_A8", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4", "title": "Stanford CS224N NLP with Deep Learning | 2023 | Hugging Face Tutorial, Eric Frankel" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=rmVRLeJRkl4", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2021 | Lecture 1 - Intro & Word Vectors" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=gqaHkPEZAew", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ", "title": "Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 2 - Neural Classifiers" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=X0Jw4kgaFlg", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ", "title": "Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 3 - Backprop and Neural Networks" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=PSGIodTN3KE", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ", "title": "Stanford CS224N - NLP w/ DL | Winter 2021 | Lecture 4 - Syntactic Structure and Dependency Parsing" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=PLryWeHPcBs", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ", "title": "Stanford CS224N - NLP w/ DL | Winter 2021 | Lecture 5 - Recurrent Neural networks (RNNs)" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=0LixFSa7yts", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ", "title": "Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 6 - Simple and LSTM RNNs" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=wzfWHP6SXxY", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ", "title": "Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 7 - Translation, Seq2Seq, Attention" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=SXpJ9EmG3s4", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4", "title": "Stanford CS224N | 2023 | Lecture 10 - Prompting, Reinforcement Learning from Human Feedback" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=NcqfHa0_YmU", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ", "title": "Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 12 - Question Answering" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=FFRnDRcbQQU", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ", "title": "Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 13 - Coreference Resolution" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=NvIWF82Fw4E", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4", "title": "Stanford CS224N NLP with Deep Learning | 2023 | Lecture 14 - Insights between NLP and Linguistics" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=y68RJVfGoto", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ", "title": "Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 15 - Add Knowledge to Language Models" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=JlK46EzImM8", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4", "title": "Stanford CS224N NLP with Deep Learning | 2023 | Lecture 15 - Code Generation" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=f_qmSSBWV_E", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ", "title": "Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 17 - Model Analysis and Explanation" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=2t7Q9WVUaf8", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ", "title": "Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 18 - Future of NLP + Deep Learning" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=gKD7jPAdbpE", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ", "title": "Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 8 - Final Projects; Practical Tips" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=ptuGllU5SQQ", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ", "title": "Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 9 - Self- Attention and Transformers" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=j9AcEI98C0o", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ", "title": "Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 10 - Transformers and Pretraining" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=1uMo8olr5ng", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ", "title": "Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 12 - Natural Language Generation" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=iHWkLvoSpTg", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ", "title": "Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 14 - T5 and Large Language Models" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=-Ldg4qFL6bU", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ", "title": "Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 16 - Social & Ethical Considerations" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=mp95Z5yM92c", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2020 | Low Resource Machine Translation" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=knTc-NQSjKA", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2020 | BERT and Other Pre-trained Language Models" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=iXjtJmUQBZk", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ", "title": "Stanford CS224N I NLP with Deep Learning | Spring 2022 | Socially Intelligent NLP Systems" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=4ynrGLIuPv4", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ", "title": "Stanford CS224N NLP with Deep Learning |Spring 2022|Guest Lecture: Building Knowledge Representation" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=UFem7xa3Q2Q", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ", "title": "Stanford CS224N NLP with Deep Learning | Spring 2022 | Guest Lecture: Scaling Language Models" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=8rXD5-xhemo", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 1 – Introduction and Word Vectors" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=kEMJRjEdNzM", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 2 – Word Vectors and Word Senses" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=8CWyBNX6eDo", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 3 – Neural Networks" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=yLYHDSv-288", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 4 – Backpropagation" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=nC9_RfjYwqA", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 5 – Dependency Parsing" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=iWea12EAu6U", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 6 – Language Models and RNNs" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=QEw0qEa0E50", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 7 – Vanishing Gradients, Fancy RNNs" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=XXtpJxZBa2c", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 8 – Translation, Seq2Seq, Attention" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=fyqm8fRDgl0", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 9 – Practical Tips for Projects" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=yIdF-17HwSk", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 10 – Question Answering" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=EAJoRA0KX7I", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 11 – Convolutional Networks for NLP" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=9oTHFx0Gg3Q", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 12 – Subword Models" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=S-CspeZ8FHc", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 13 – Contextual Word Embeddings" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=5vcj8kSwBCY", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 14 – Transformers and Self-Attention" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=4uG1NMKNWCU", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 15 – Natural Language Generation" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=i19m4GzBhfc", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 16 – Coreference Resolution" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=M8dsZsEtEsg", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 17 – Multitask Learning" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=6Z4A3RSf-HY", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 18 – Constituency Parsing, TreeRNNs" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=XR8YSRcuVLE", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 19 – Bias in AI" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=3wWZBGN-iX8", "playlist": "https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z", "title": "Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 20 – Future of NLP + Deep Learning" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=OQQ-W_63UgQ", "playlist": "https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6", "title": "Lecture 1 | Natural Language Processing with Deep Learning" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=ERibwqs9p38", "playlist": "https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6", "title": "Lecture 2 | Word Vector Representations: word2vec" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=ASn7ExxLZws", "playlist": "https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6", "title": "Lecture 3 | GloVe: Global Vectors for Word Representation" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=uc2_iwVqrRI", "playlist": "https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6", "title": "Lecture 4: Word Window Classification and Neural Networks" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=isPiE-DBagM", "playlist": "https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6", "title": "Lecture 5: Backpropagation and Project Advice" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=PVShkZgXznc", "playlist": "https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6", "title": "Lecture 6: Dependency Parsing" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=PicxU81owCs", "playlist": "https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6", "title": "Lecture 7: Introduction to TensorFlow" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=Keqep_PKrY8", "playlist": "https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6", "title": "Lecture 8: Recurrent Neural Networks and Language Models" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=QuELiw8tbx8", "playlist": "https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6", "title": "Lecture 9: Machine Translation and Advanced Recurrent LSTMs and GRUs" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=2DYxT4OMAmw", "playlist": "https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6", "title": "Review Session: Midterm Review" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=IxQtK2SjWWM", "playlist": "https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6", "title": "Lecture 10: Neural Machine Translation and Models with Attention" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=6_MO12fPC-0", "playlist": "https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6", "title": "Lecture 11: Gated Recurrent Units and Further Topics in NMT" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=3MjIkWxXigM", "playlist": "https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6", "title": "Lecture 12: End-to-End Models for Speech Processing" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=Lg6MZw_OOLI", "playlist": "https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6", "title": "Lecture 13: Convolutional Neural Networks" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=RfwgqPkWZ1w", "playlist": "https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6", "title": "Lecture 14: Tree Recursive Neural Networks and Constituency Parsing" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=rpwEWLaueRk", "playlist": "https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6", "title": "Lecture 15: Coreference Resolution" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=T3octNTE7Is", "playlist": "https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6", "title": "Lecture 16: Dynamic Neural Networks for Question Answering" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=B4v545V3Dq0", "playlist": "https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6", "title": "Lecture 17: Issues in NLP and Possible Architectures for NLP" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=JYwNmSe4HqE", "playlist": "https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6", "title": "Lecture 18: Tackling the Limits of Deep Learning for NLP" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": "https://www.youtube.com/watch?v=DsGd2e9JNH4" }, { "dataset": "courses", "owner": "01-CS224N-Natural-Language-Processing-with", "url": 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