Hands-On Deep Learning Algorithms with Python

Hands-On Deep Learning Algorithms with Python introduces you to popular deep learning algorithms—from basic to advanced—and shows you how to implement them from scratch using TensorFlow. Throughout the book, you will gain insights into each algorithm, the mathematical principles involved, and how to implement it in the best possible manner. (Limited-time offer)

Table of Contents

• Section 1: Getting Started with Deep Learning
• Introduction to Deep Learning
• Getting to Know TensorFlow
• Section 2: Fundamental Deep Learning Algorithms
• Gradient Descent and Its Variants
• Generating Song Lyrics Using RNN
• Improvements to the RNN
• Demystifying Convolutional Networks
• Learning Text Representations
• Section 3: Advanced Deep Learning Algorithms
• Generating Images Using GANs
• Learning More about GANs
• Reconstructing Inputs Using Autoencoders
• Exploring Few-Shot Learning Algorithms
• Assessments

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