Advanced Machine Learning · Statistics
Some basic and advanced ML algorithms + PyTorch.
The important points of machine learning. Actually, the first part is much better than the second part.
Advanced knowledge in Machine Learning. - /
A further in depth understanding of unsupervised machine learning and optimization.
Professor Samory is GREAT! He is soooooooooo nice, and you can tell he cares about your future, he wants everybody to get something from this course, and he wants everyone to have a job with the thing he taught. I would definitely recommend this excellent course to everyone I know if Professor Samory is the only one teaching this course, however, that's not the case. - / 1 Columbia University: Arts & Sciences Fall 2023 Course: STATGR5242_001_2023_3-ADVANCEDMACHINELEARNING : STATGR5242_001_2023_3 - ADVANCED MACHINE LEARNING Instructor: Samory Kpotufe
valila ML algorithms like EM, K-means, clustering, regression, etc. Neural networks, CNNs, reinforcement learning, value iteration.
80/100 1 Columbia University: Arts & Sciences Fall 2024 Course: STATGR5242_001_2024_3-ADVANCEDMACHINELEARNING : STATGR5242_001_2024_3 - ADVANCED MACHINE LEARNING Instructor: Samory Kpotufe
Learned lots of in depth theory about justifications for certain constraints on SGD. Also lots of approaches for finding optimal hyperparameters for certain ml methods.
Machine learning techniques for general problems