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Contents at a Glance About the Author �����������������������������������������������������������������������������������������������������xi About the Technical Reviewer �������������������������������������������������������������������������������xiii Acknowledgments ��������������������������������������������������������������� ������������������������������������xv ■Chapter 1: Introduction to Deep Learning �������������������������������������������������������������1 ■Chapter 2: Machine Learning Fundamentals ���������������������������������������������������������5 ■Chapter 3: Feed Forward Neural Networks ���������������������������������������������������������15 ■Chapter 4: Introduction to Theano �����������������������������������������������������������������������33 ■Chapter 5: Convolutional Neural Networks ���������������������������������������������������������61 ■Chapter 6: Recurrent Neural Networks ���������������������������������������������������������������77 ■Chapter 7: Introduction to Keras �������������������������������������������������������������������������95 ■Chapter 8: Stochastic Gradient Descent ������������������������������������������������������������111 ■Chapter 9: Automatic Differentiation �����������������������������������������������������������������131 ■Chapter 10: Introduction to GPUs ����������������������������������������������������������������������147 Index ���������������������������������������������������������������������������������������������������������������������157
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