50+ Machine learning & Deep learning Youtube Courses

August 10, 2021 by Ajitesh Kumar · Leave a comment

In this post, you get an access to curated list of 50+ Youtube courses on machine learning, deep learning, NLP, optimization, computer vision, statistical learning etc. You may want to bookmark this page for quick reference and access to these courses. This page will be updated from time-to-time. Enjoy learning!

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
Ajitesh Kumar
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Ajitesh Kumar

I have been recently working in the area of Data analytics including Data Science and Machine Learning / Deep Learning and BI. I would love to connect with you on Linkedin. Check out my books titled as Designing Decisions, and First Principles Thinking.
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