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A Beginner's Guide to Deep Learning
- 1. A BEGINNER’S GUIDE TO DEEP LEARNING Irene Chen @irenetrampoline PyCon 2016
- 2. “A beginner’s guide to deep learning”
- 3. “A beginner’s guide to deep learning”
- 4. Convolutional nets Backpropagation Image recognition Restricted BolNmann machines
- 5. DeepMind’s AlphaGo beating professional Go player Lee Sedol Nvidia and its latest GPU architecture Toyota’s $1 billion AI investment Facebook is building AI that builds AI
- 6. Geoff Hinton Yann LeCun Andrew Ng Yoshua Bengio
- 8. Too much math Too much code
- 9. Today • Why now? • Neural Networks in 7 minutes • Deep nets in Caffe
- 10. WHY NOW?
- 15. Classifier
- 17. Classifier Ripe?
- 18. Classifier Ripe?
- 20. Logistic regression Naïve Bayes Support vector machine K-nearest neighbors Random forests
- 23. Lesson 1: Why now? Big data, big processing power, robust neural networks
- 24. NEURAL NETWORKS IN 7
- 34. Wikipedia
- 51. No randomness!
- 54. Backpropagation
- 65. Values of the nodes Amount of error Weights of edges Learning rate
- 73. Input Nodes Carlos Xavier Soto Output Nodes
- 74. Lesson 2: Neural networks can be trained on labeled data to classify avocados
- 75. DEEP NETS ON CAFFE
- 82. Loading a pre-trained network into Caffe
- 83. Large Scale Visual Recognition Challenge 2010 (ILSVRC 2010)
- 84. 10 million images 10,000 object classes 310,000 iterations
- 88. Tabby cat Tabby cat Tiger cat Egyptian cat Red fox Lynx
- 89. Lesson 3: Caffe provides pre-trained networks to jumpstart learning
- 90. Today • Lesson 1: Why now? Big data, big processing power, robust neural networks • Lesson 2: Neural networks can be trained on labeled data to classify avocados • Lesson 3: Caffe provides pre-trained networks to jumpstart learning
- 91. What do you go from here?
- 92. Today • Lesson 1: Why now? Big data, big processing power, robust neural networks • Lesson 2: Neural networks can be trained on labeled data to classify avocados • Lesson 3: Caffe provides pre-trained networks to jumpstart learning
- 94. Today • Lesson 1: Why now? Big data, big processing power, robust neural networks • Lesson 2: Neural networks can be trained on labeled data to classify avocados • Lesson 3: Caffe provides pre-trained networks to jumpstart learning
- 95. Restricted BolNmann Machines Recurrent network Convolutional network
- 96. Today • Lesson 1: Why now? Big data, big processing power, robust neural networks • Lesson 2: Neural networks can be trained on labeled data to classify avocados • Lesson 3: Caffe provides pre-trained networks to jumpstart learning
- 97. Caffe iPython notebooks Kaggle competitions