4 ms·
Deep Learning (Adaptive Computation and Machine Learning series) by Ian Goodfellow, Yoshua Bengio, Aaron Courville Came out in November 2016. Split in 3 parts:
by jrbedard 10y ago
Deep Learning (Adaptive Computation and Machine Learning series) by Ian Goodfellow, Yoshua Bengio, Aaron Courville
Came out in November 2016. Split in 3 parts:
Part I: Applied Math and Machine Learning Basics (Linear Algebra, Probability and Information Theory, Numerical computation)
Part II: Deep Networks: Modern Practices (Deep Feedforward Networks, Regularization, CNNs, RNNs, Practical Methodology & Applications)
Part III: Deep Learning Research (Linear Factor Models, Autoencoders, Representation Learning, Structured Probabilistic Models, Monte Carlo Methods, Inference, Partition Function, Deep Generative Models)
https://www.amazon.com/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618 https://www.amazon.com/Deep-Learning-Adaptive-Computation-Ma...
- m-i-l 10y agoAlso available at http://www.deeplearningbook.org/ http://www.deeplearningbook.org/ .