Artificial Intelligence Trends for Data Analytics Using Machine Learning and Deep Learning Approaches

12

Deep Networks and Deep Learning Algorithms

Tannu Kumari and Anjana Mishra

C.V. Raman Global University

Contents

• 12.1 Introduction
• 12.2 Deep Learning
  • 12.2.1 Why Deep Learning
  • 12.2.2 The Perceptron (Neuron)
• 12.3 Neural Networks
  • 12.3.1 Network Topologies
  • 12.3.2 Feedforward Neural Networks
  • 12.3.3 The Artificial Neuron
  • 12.3.4 Gradient Descent
  • 12.3.5 The Backpropagation Algorithm
  • 12.3.6 TensorFlow and Its Use
• 12.4 Neurons in Human Vision
  • 12.4.1 The Predictors: Decision Trees
  • 12.4.2 Learning Lower-Dimensional Representations
  • 12.4.3 Convolutional Layers
  • 12.4.4 Reinforcement Learning
  • 12.4.5 Recurrent Neural Networks
• 12.5 On the Future of Neural Networks
• 12.6 Conclusion
• References

12.1 Introduction

The most advanced organ in a person's body ...