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The Deep Learning with Keras Workshop. Learn how to define and train neural network models with just a few lines of code

The Deep Learning with Keras Workshop. Learn how to define and train neural network models with just a few lines of code

Matthew Moocarme, Mahla Abdolahnejad, Ritesh Bhagwat

E-book
New experiences can be intimidating, but not this one! This beginner’s guide to deep learning is here to help you explore deep learning from scratch with Keras, and be on your way to training your first ever neural networks.

What sets Keras apart from other deep learning frameworks is its simplicity. With over two hundred thousand users, Keras has a stronger adoption in industry and the research community than any other deep learning framework.

The Deep Learning with Keras Workshop starts by introducing you to the fundamental concepts of machine learning using the scikit-learn package. After learning how to perform the linear transformations that are necessary for building neural networks, you'll build your first neural network with the Keras library. As you advance, you'll learn how to build multi-layer neural networks and recognize when your model is underfitting or overfitting to the training data. With the help of practical exercises, you’ll learn to use cross-validation techniques to evaluate your models and then choose the optimal hyperparameters to fine-tune their performance. Finally, you’ll explore recurrent neural networks and learn how to train them to predict values in sequential data.

By the end of this book, you'll have developed the skills you need to confidently train your own neural network models.
  • 1. Introduction to Machine Learning with Keras
  • 2. Machine Learning versus Deep Learning
  • 3. Deep Learning with Keras
  • 4. Evaluating your Model with Cross-Validation Using Keras Wrappers
  • 5. Improving Model Accuracy
  • 6. Model Evaluation
  • 7. Computer Vision with Convolutional Neural Networks
  • 8. Transfer Learning and Pre-Trained Models
  • 9. Sequential Modeling with Recurrent Neural Networks
  • Titel: The Deep Learning with Keras Workshop. Learn how to define and train neural network models with just a few lines of code
  • Autor: Matthew Moocarme, Mahla Abdolahnejad, Ritesh Bhagwat
  • Originaler Titel: The Deep Learning with Keras Workshop. Learn how to define and train neural network models with just a few lines of code
  • ISBN: 9781800564756, 9781800564756
  • Veröffentlichungsdatum: 2020-07-29
  • Format: E-book
  • Artikelkennung: e_2aer
  • Verleger: Packt Publishing