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Deep Learning (Oxford)

(16 Lectures Available)


S# Lecture Course Institute Instructor Discipline
1 Lecture 1 Introduction (Oxford) Deep Learning (Oxford) Oxford Nando de Freitas Applied Sciences
2 Lecture 2 Linear models (Oxford) Deep Learning (Oxford) Oxford Nando de Freitas Applied Sciences
3 Lecture 3 Maximum likelihood and information (Oxford) Deep Learning (Oxford) Oxford Nando de Freitas Applied Sciences
4 Lecture 4 Regularization, model complexity and data complexity (part 1) (Oxford) Deep Learning (Oxford) Oxford Nando de Freitas Applied Sciences
5 Lecture 5 Regularization, model complexity and data complexity (part 2) (Oxford) Deep Learning (Oxford) Oxford Nando de Freitas Applied Sciences
6 Lecture 6 Optimization (Oxford) Deep Learning (Oxford) Oxford Nando de Freitas Applied Sciences
7 Lecture 7 Logistic regression, a Torch approach (Oxford) Deep Learning (Oxford) Oxford Nando de Freitas Applied Sciences
8 Lecture 8 Modular back-propagation, logistic regression and Torch (Oxford) Deep Learning (Oxford) Oxford Nando de Freitas Applied Sciences
9 Lecture 9 Neural networks and modular design in Torch (Oxford) Deep Learning (Oxford) Oxford Nando de Freitas Applied Sciences
10 Lecture 10 Convolutional Neural Networks (Oxford) Deep Learning (Oxford) Oxford Nando de Freitas Applied Sciences
11 Lecture 11 Max-margin learning, transfer and memory networks (Oxford) Deep Learning (Oxford) Oxford Nando de Freitas Applied Sciences
12 Lecture 12 Recurrent Neural Nets and LSTMs (Oxford) Deep Learning (Oxford) Oxford Nando de Freitas Applied Sciences
13 Lecture 13 Alex Graves on Hallucination with RNNs (Oxford) Deep Learning (Oxford) Oxford Nando de Freitas Applied Sciences
14 Lecture 14 Karol Gregor on Variational Autoencoders and Image Generation (Oxford) Deep Learning (Oxford) Oxford Nando de Freitas Applied Sciences
15 Lecture 15 Deep Reinforcement Learning - Policy search (Oxford) Deep Learning (Oxford) Oxford Nando de Freitas Applied Sciences
16 Lecture 16 Reinforcement learning and neuro-dynamic programming (Oxford) Deep Learning (Oxford) Oxford Nando de Freitas Applied Sciences

of 1 16 Lectures Available.