Deep Learning

Practical Projects Using CNN and RNN In this chapter, you will apply everything you have learned throughout the course. We will build real-world deep learning projects using both CNNs (for.

Transfer Learning One of the biggest challenges in deep learning is the amount of data required. Training powerful models from scratch often demands millions of images, weeks of GPU time,.

Autoencoders Autoencoders are one of the most fascinating and useful deep learning architectures. They are designed to learn efficient representations of data, usually for the purpose of dimensionality reduction, noise.

Long Short-Term Memory (LSTM) LSTM (Long Short-Term Memory) networks are one of the most important inventions in deep learning. They are a special type of Recurrent Neural Network (RNN) designed.

Recurrent Neural Networks (RNNs) While Convolutional Neural Networks (CNNs) are designed to process images, Recurrent Neural Networks (RNNs) are designed for sequence-based data — data that changes with time or.

Convolutional Neural Networks (CNNs) CNNs are one of the most powerful deep learning architectures ever created. They are the reason behind breakthroughs in computer vision — including face recognition, self-driving.

Introduction to TensorFlow and Keras After understanding neural networks, perceptrons, activation functions, and backpropagation, it’s time to explore how deep learning is built in the real world. The most popular.

Forward and Backpropagation In the earlier chapters, you learned about perceptrons, neural networks, and activation functions. Now it’s time to understand the heart of every deep learning model: Forward Propagation.

Activation Functions Activation functions are one of the most important concepts in deep learning. Without activation functions, a neural network becomes nothing more than a simple linear equation—unable to learn.

Perceptron and Multilayer Perceptron (MLP) In the previous chapters, you learned about deep learning and the basics of neural networks. Now it’s time to study the most fundamental building block.