Course curriculum

  • 1

    Introduction

    • Introduction

    • What You'll Learn in this Course

    • Is this Course Right for You?

    • What is Keras?
  • 2

    Foundations

    • Theano

    • TensorFlow

    • ANN Architecture

    • Deep Learning

    • Keras Life Cycle

    • Keras Code Anatomy

    • Demo: Case Study on Pima Indian Diabetes Dataset: Load Data

    • Demo: Case Study on Pima Indian Diabetes Dataset: Define and Compile

    • Demo: Case Study on Pima Indian Diabetes Dataset: Fit and Evaluate

    • Evaluate Model Performance

    • Demo: Case Study on Data Segmentation

    • Scikit-Learn For General Machine Learning

    • Evaluate Models with Cross-Validation

    • Grid Search Deep Learning Model Parameters

    • Demo: Case Study on Multiclass Classification

    • Demo: Case Study on Multiclass Classification Part 2

    • Demo: Case Study on Binary Classification

    • Demo: Case Study on Binary Classification: Part 2

    • Demo: Case Study on Binary Classification: Part 3

    • Demo: Case Study on Binary Classification: Part 4

    • Demo: Case Study on Regression

    • Demo: Case Study on Regression: Part 2

    • Demo: Case Study on Regression: Part 3
  • 3

    Going Deeper with Keras

    • Model Serialization

    • Save Neural Network to JSON

    • Save Neural Network to YAML

    • Demo: Case Study on Checkpointing

    • Demo: Case Study on Checkpointing: Part 2

    • Plotting History

    • Visualize Model Training History in Keras

    • Dropout

    • Demo: Case Study on Dropping Out: Part 2

    • Dropout Tips

    • Learning Rate Defined

    • Configure Learning Rate

    • Demo: Case Study Learning Rates

    • Demo: Case Study Learning Rates: Part 2

    • Demo: Case Study Learning Rates: Part 3
  • 4

    Convolutional Neural Networks

    • Convolutional Neural Networks

    • Demo: Case Study Hand Written Digit Recognition

    • Demo: Case Study Hand Written Digit Recognition: Part 2

    • Demo: Case Study Hand Written Digit Recognition: Part 3

    • Demo: Case Study Hand Written Digit Recognition: Part 4

    • Image Augmentation

    • Demo: Case Study Image Augmentation

    • Demo: Case Study Image Augmentation: Part 2

    • Image Augmentation Tips

    • Object Recognition

    • Demo: Case Study Object Recognition

    • Improving Model Performance

    • Sentiment Analysis in Keras

    • IMDB Dataset Properties

    • Word Embedding Defined

    • Demo: Case Study Word Embedding

    • Demo: Case Study Word Embedding: Part 2
  • 5

    Recurrent Neural Networks

    • Recurrent Neural Networks

    • Demo: Case Study Time Series Prediction

    • Demo: Case Study Time Series Prediction: Part 2

    • Demo: Case Study Time Series Prediction: Part 3

    • Demo: Case Study Time Series Prediction with LSTM

    • Demo: Case Study Time Series Prediction with LSTM: Part 2

    • Demo: Case Study Time Series Prediction with LSTM: Part 3

    • Demo: Case Study Sequence Classification

    • Demo: Case Study Sequence Classification: Part 2