Section: Deep Learning•ID #50

Dropout and Batch Normalization

Step 1: TheoryTheory Article

Batch Normalization Derivation

Study the core concepts and background material for this learning item.

Step 2: PracticeKaggle Workbook

Dropout and Batch Normalization Exercise

Solve the challenges and apply your knowledge interactively.

Medium20 min estimated study

Overview

Stabilize network parameter training using dropout and batch norm layers.

Learning Objectives

  • Apply dropout probability drops
  • Implement batch norm scaling

Prerequisites

Tracking Control

Completion Reward+200 XP
Study Checklist
Studied theory resource
Completed practice exercise