Deep Learning Lectures at the University of Oxford by Nando de Freitas

Deep Learning Courses were taught in 2015 at the University of Oxford by Nando de Freitas with great help from Brendan Shillingford.

Slides are available at: https://www.cs.ox.ac.uk/people/nando.defreitas/machinelearning/

Deep Learning Lecture 1: Introduction

Deep Learning Lecture 2: linear models

Deep Learning Lecture 3: Maximum likelihood and information

Deep Learning Lecture 4: Regularization, model complexity and data complexity (part 1)

Deep Learning Lecture 5: Regularization, model complexity and data complexity (part 2)

Deep Learning Lecture 6: Optimization

Deep learning Lecture 7: Logistic regression, a Torch approach

Deep Learning Lecture 8: Modular back-propagation, logistic regression and Torch

Deep Learning Lecture 9: Neural networks and modular design in Torch

Deep Learning Lecture 10: Convolutional Neural Networks

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