| Course title | Course type | URL |
| MIT 6.S192: Deep Learning for Art, Aesthetics, and Creativity | Deep learning | https://www.youtube.com/playlist?list=PLCpMvp7ftsnIbNwRnQJbDNRqO6qiN3EyH |
| AutoML – Automated Machine Learning | AutoML | https://ki-campus.org/courses/automl-luh2021 |
| Probabilistic Machine Learning | Machine learning | https://www.youtube.com/playlist?list=PL05umP7R6ij1tHaOFY96m5uX3J21a6yNd |
| Geometric Deep Learning | Geometric deep learning | https://www.youtube.com/playlist?list=PLn2-dEmQeTfQ8YVuHBOvAhUlnIPYxkeu3 |
| CS224W: Machine Learning with Graphs | Machine learning | https://www.youtube.com/playlist?list=PLoROMvodv4rPLKxIpqhjhPgdQy7imNkDn |
| MIT 6.S897 Machine Learning for Healthcare | Machine learning | https://www.youtube.com/playlist?list=PLUl4u3cNGP60B0PQXVQyGNdCyCTDU1Q5j |
| Deep Learning and Combinatorial Optimization | Deep learning, Optimization | https://www.ipam.ucla.edu/programs/workshops/deep-learning-and-combinatorial-optimization/?tab=schedule |
| CS 329S: Machine Learning Systems Design | Machine learning | https://stanford-cs329s.github.io/ |
| Advanced Deep Learning for Computer Vision | Deep learning, Computer vision | https://www.youtube.com/playlist?list=PLog3nOPCjKBkngkkF552-Hiwa5t_ZeDnh |
| Statistical Physics of Machine Learning | Machine learning | https://www.youtube.com/playlist?list=PL04QVxpjcnjgzMr9ehyZUSkwu0Wr0cF_N |
| A Brief Introduction to Causal Inference | Statistical learning | https://www.youtube.com/playlist?list=PLoazKTcS0Rzb6bb9L508cyJ1z-U9iWkA0 |
| Deep Learning and Medical Applications | Deep learning, Healthcare | https://www.ipam.ucla.edu/programs/workshops/deep-learning-and-medical-applications/?tab=schedule |
| Kernel methods for Machine Learning | Machine learning | https://www.youtube.com/playlist?list=PLD93kGj6_EdrkNj27AZMecbRlQ1SMkp_o |
| Multimodal Machine Learning | Machine learning | https://www.youtube.com/playlist?list=PLTLz0-WCKX616TjsrgPr2wFzKF54y-ZKc |
| CS224N: NLP with Deep Learning | NLP | https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z |
| MIT 6.047/6.878 Machine Learning in Genomics | Machine learning, Healthcare | https://www.youtube.com/playlist?list=PLypiXJdtIca6dEYlNoZJwBaz__CdsaoKJ |
| Machine Learning for Physics and the Physics of Learning | Machine learning | https://www.youtube.com/playlist?list=PLHyI3Fbmv0SfQfS1rknFsr_UaaWpJ1EKA |
| Machine Learning for Quantum Simulation | Machine learning | https://www.youtube.com/playlist?list=PLWAzLum_3a1_S98TvxMahoQJgeEoGVObp |
| CS 285: Deep Reinforcement Learning | Reinforcement learning | https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc |
| Stanford MLSys Seminar Series | | https://www.youtube.com/playlist?list=PLSrTvUm384I9PV10koj_cqit9OfbJXEkq |
| Detection, Segmentation and Tracking | | https://www.youtube.com/playlist?list=PLog3nOPCjKBneGyffEktlXXMfv1OtKmCs |
| Bayesian Methods with Deep Learning | Bayesian & Deep learning | https://www.youtube.com/playlist?list=PLe5rNUydzV9QHe8VDStpU0o8Yp63OecdW |
| EP3260: Fundamentals of Machine Learning over Networks | Machine learning | https://www.youtube.com/playlist?list=PLWoZTd81WFCEBFrxDfNUrDnt3ABdLfg80 |
| Deep Geometric Learning of Big Data and Applications | Geometric deep learning | https://www.ipam.ucla.edu/programs/workshops/workshop-iv-deep-geometric-learning-of-big-data-and-applications/?tab=overview |
| Probabilistic Graph Models | Machine learning | https://www.youtube.com/playlist?list=PLoZgVqqHOumTY2CAQHL45tQp6kmDnDcqn |
| CS330: Multi-Task and Meta-Learning | Machine learning | https://www.youtube.com/playlist?list=PLoROMvodv4rMC6zfYmnD7UG3LVvwaITY5 |
| Introduction to Machine Learning for Materials Science | Machine learning | https://www.youtube.com/playlist?list=PLUDGrMBDVGZlmFW1kbmq9NI2cMs2eCRON |
| Deep Learning for computer vision | Deep learning, Computer vision | https://www.youtube.com/playlist?list=PL5-TkQAfAZFbzxjBHtzdVCWE0Zbhomg7r |
| Machine Learning for Physics and the Physics of Learning Tutorials | Machine learning | https://www.ipam.ucla.edu/programs/workshops/machine-learning-for-physics-and-the-physics-of-learning-tutorials/?tab=schedule |
| CS234: Reinforcement Learning | Reinforcement learning | https://www.youtube.com/playlist?list=PLoROMvodv4rOSOPzutgyCTapiGlY2Nd8u |
| CS287 Advanced Robotics | Robotics | https://www.youtube.com/playlist?list=PLwRJQ4m4UJjNBPJdt8WamRAt4XKc639wF |
| MIT 9.520/6.860: Statistical Learning Theory and Applications | Statistical learning | https://www.youtube.com/playlist?list=PLyGKBDfnk-iB4Xz_EAJNEgGF5I-6OzRNI |
| CS294 Deep Unsupervised Learning | Deep learning, Unsupervised learning | https://www.youtube.com/channel/UCf4SX8kAZM_oGcZjMREsU9w/videos |
| CS231N: Convolutional Neural Networks for Visual Recognition | Deep learning, Computer vision | https://www.youtube.com/playlist?list=PL3FW7Lu3i5JvHM8ljYj-zLfQRF3EO8sYv |
| Computer Vision | Deep learning, Computer vision | https://www.youtube.com/playlist?list=PL05umP7R6ij35L2MHGzis8AEHz7mg381_ |
| Machine Learning for Computer Vision | Deep learning, Computer vision | https://www.youtube.com/playlist?list=PLuRaSnb3n4kSQFyt8VBldsQ9pO9Xtu8rY |
| CS246: Mining Massive Data Sets | Machine learning | https://www.youtube.com/playlist?list=PLLssT5z_DsK9JDLcT8T62VtzwyW9LNepV |
| CS124: From Languages to Information | NLP | https://www.youtube.com/playlist?list=PLaZQkZp6WhWyvdiP49JG-rjyTPck_hvEu |
| MIT 6.S094 Self-Driving Cars | Deep learning | https://www.youtube.com/playlist?list=PLrAXtmErZgOeY0lkVCIVafdGFOTi45amq |
| Convex Optimization | Optimization | https://www.youtube.com/playlist?list=PLjbUi5mgii6AVdvImLB9-Hako68p9MpIC |
| EE 364A: Convex Optimization | Optimization | https://www.youtube.com/playlist?list=PL3940DD956CDF0622 |
| Machine learning – Andrew NG, Stanford university | Machine learning | https://www.youtube.com/playlist?list=PLLssT5z_DsK-h9vYZkQkYNWcItqhlRJLN |
| MIT 6.S191 – Introduction to Deep Learning | Deep learning | https://www.youtube.com/playlist?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI |
| | | |
| MIT – Deep learning in Life Sciences | Deep learning, healthcare | https://www.youtube.com/playlist?list=PLypiXJdtIca5sxV7aE3-PS9fYX3vUdIOX |
| MIT 18.065 Matrix methods in data analysis, signal processing, and machine learning Spring 2018 | Machine learning | https://www.youtube.com/playlist?list=PLUl4u3cNGP63oMNUHXqIUcrkS2PivhN3k |
| MIT RES.LL-005 Mathematics of Big Data and Machine Learning, IAP 2020 | Machine learning | https://www.youtube.com/playlist?list=PLUl4u3cNGP62uI_DWNdWoIMsgPcLGOx-V |
| Deep learning CS 182 Spring 2021 | Deep learning | https://www.youtube.com/playlist?list=PL_iWQOsE6TfVmKkQHucjPAoRtIJYt8a5A |
| Deep learning UC Berkeley Stat-157 2019 | Deep learning | https://www.youtube.com/watch?v=Va8WWRfw7Og&list=PLZSO_6-bSqHQHBCoGaObUljoXAyyqhpFW |
| Full stack deep learning – UC Berkeley | Deep learning | https://www.youtube.com/playlist?list=PLuv1FSpHurUc2nlabZjCLLe8EQa9fOoa9 |
| CS 188 – Introduction to artificial intelligence | Artificial intelligence | https://www.youtube.com/watch?v=cFtXkaLog5A&list=PLVYtzYiUdm4ThHyh_pnhNQwdmN_OmryLc |