Section 2: Fundamental Deep Learning Algorithms

In this section, we will explore all the fundamental deep learning algorithms. We first understand each algorithm intuitively, then we will deep dive into the underlying math. We will also learn to implement each algorithm in TensorFlow.

The following chapters are included in this section:

• Chapter 3, Gradient Descent and Its Variants
• Chapter 4, Generating Song Lyrics Using RNNs
• Chapter 5, Improvements to RNNs
• Chapter 6, Demystifying Convolutional Networks
• Chapter 7, Learning Text Representations