Lectures - ECBM E4040 Neural Networks and Deep Learning

Starting with 2021, access to course material is provided in liondrive, the link to which is shown on the Columbia Courseworks site. The rest of this page shows the titles of initial lectures.

Lecture 1 - Introduction & Logistics

1.1.DL.IntroductionToCourseE4040

1.2.DL.IntroductionToDeepLearning

1.3.DL.IntroductionToDLcomputingResources

Lecture 2 - Machine Learning (ML) Basics

2.1.DL.MachineLearningBasics

2.2.DL.MachineLearningAlgorithms

Lecture 3 - Deep Forward Networks, Back Propagation

3.1.DL.DeepFeedforwardNetworks

3.2.DL.BackPropagation

All other lectures

ECBM E4040 Neural Networks and Deep Learning

Columbia University