MakeYourOwnNeuralNetwork_AnIndepthVisua.epub

Table of Contents What You’ll Find Inside Don’t Waste Your Time Neural Networks 1: What Is A Neural Network? The Math of Neural Networks: Overview 2: The Math Of Neural Networks: Introduction 3: Basic Terminology And Notation 4: Pre-Stage: Creating the Network Stage 1: Forward Propagation 5: The Mathematical Functions Used 6: Understanding Matrices 7: Fitting it All Together: Review Stage 2: Calculating The Total Error 8: Calculating The Total Error Stage 3: Calculating The Gradients 09: The Mathematical Functions Used 10: Why Gradients Are Important 11: Partial Derivative of Output Layer Weights 12: Partial Derivative of Output Layer Bias Weights 13: Partial Derivative of Hidden Layer Weights 14: Partial Derivative of Hidden Layer Bias Weights 15: Fitting It All Together: Review Stage 4: Checking The Gradients 16: Numerical Estimation 17: Discovering The Formula 18: Calculating The Numerical Estimation 19: Fitting it All Together: Review Stage 5: Updating The Weights 20: What is Gradient Descent? 21: Methods of Gradient Descent 22: Updating the Weights 23: Fitting it All Together: Review Constructing a Networ......