Course curriculum

    1. Introduction

    2. What You'll Learn in this Course

    3. Is this Course Right for You?

    4. What is Keras?

    1. Theano

    2. TensorFlow

    3. ANN Architecture

    4. Deep Learning

    5. Keras Life Cycle

    6. Keras Code Anatomy

    7. Demo: Case Study on Pima Indian Diabetes Dataset: Load Data

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

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

    10. Evaluate Model Performance

    11. Demo: Case Study on Data Segmentation

    12. Scikit-Learn For General Machine Learning

    13. Evaluate Models with Cross-Validation

    14. Grid Search Deep Learning Model Parameters

    15. Demo: Case Study on Multiclass Classification

    16. Demo: Case Study on Multiclass Classification Part 2

    17. Demo: Case Study on Binary Classification

    18. Demo: Case Study on Binary Classification: Part 2

    19. Demo: Case Study on Binary Classification: Part 3

    20. Demo: Case Study on Binary Classification: Part 4

    21. Demo: Case Study on Regression

    22. Demo: Case Study on Regression: Part 2

    23. Demo: Case Study on Regression: Part 3

    1. Model Serialization

    2. Save Neural Network to JSON

    3. Save Neural Network to YAML

    4. Demo: Case Study on Checkpointing

    5. Demo: Case Study on Checkpointing: Part 2

    6. Plotting History

    7. Visualize Model Training History in Keras

    8. Dropout

    9. Demo: Case Study on Dropping Out: Part 2

    10. Dropout Tips

    11. Learning Rate Defined

    12. Configure Learning Rate

    13. Demo: Case Study Learning Rates

    14. Demo: Case Study Learning Rates: Part 2

    15. Demo: Case Study Learning Rates: Part 3

    1. Convolutional Neural Networks

    2. Demo: Case Study Hand Written Digit Recognition

    3. Demo: Case Study Hand Written Digit Recognition: Part 2

    4. Demo: Case Study Hand Written Digit Recognition: Part 3

    5. Demo: Case Study Hand Written Digit Recognition: Part 4

    6. Image Augmentation

    7. Demo: Case Study Image Augmentation

    8. Demo: Case Study Image Augmentation: Part 2

    9. Image Augmentation Tips

    10. Object Recognition

    11. Demo: Case Study Object Recognition

    12. Improving Model Performance

    13. Sentiment Analysis in Keras

    14. IMDB Dataset Properties

    15. Word Embedding Defined

    16. Demo: Case Study Word Embedding

    17. Demo: Case Study Word Embedding: Part 2

    1. Recurrent Neural Networks

    2. Demo: Case Study Time Series Prediction

    3. Demo: Case Study Time Series Prediction: Part 2

    4. Demo: Case Study Time Series Prediction: Part 3

    5. Demo: Case Study Time Series Prediction with LSTM

    6. Demo: Case Study Time Series Prediction with LSTM: Part 2

    7. Demo: Case Study Time Series Prediction with LSTM: Part 3

    8. Demo: Case Study Sequence Classification

    9. Demo: Case Study Sequence Classification: Part 2

About this course

  • Free
  • 68 lessons
  • 2.5 hours of video content