Szczegóły ebooka

Machine Learning Using TensorFlow Cookbook. Create powerful machine learning algorithms with TensorFlow

Machine Learning Using TensorFlow Cookbook. Create powerful machine learning algorithms with TensorFlow

Alexia Audevart, Konrad Banachewicz, Luca Massaron

Ebook
The independent recipes in Machine Learning Using TensorFlow Cookbook will teach you how to perform complex data computations and gain valuable insights into your data. Dive into recipes on training models, model evaluation, sentiment analysis, regression analysis, artificial neural networks, and deep learning - each using Google’s machine learning library, TensorFlow.

This cookbook covers the fundamentals of the TensorFlow library, including variables, matrices, and various data sources. You’ll discover real-world implementations of Keras and TensorFlow and learn how to use estimators to train linear models and boosted trees, both for classification and regression.

Explore the practical applications of a variety of deep learning architectures, such as recurrent neural networks and Transformers, and see how they can be used to solve computer vision and natural language processing (NLP) problems.

With the help of this book, you will be proficient in using TensorFlow, understand deep learning from the basics, and be able to implement machine learning algorithms in real-world scenarios.
  • 1. Getting Started with TensorFlow 2.x
  • 2. The TensorFlow Way
  • 3. Keras
  • 4. Linear Regression
  • 5. Boosted Trees
  • 6. Neural Networks
  • 7. Predicting with Tabular Data
  • 8. Convolutional Neural Networks
  • 9. Recurrent Neural Networks
  • 10. Transformers
  • 11. Reinforcement Learning with TensorFlow and TF-Agents
  • 12. Taking TensorFlow to Production
  • Tytuł: Machine Learning Using TensorFlow Cookbook. Create powerful machine learning algorithms with TensorFlow
  • Autor: Alexia Audevart, Konrad Banachewicz, Luca Massaron
  • Tytuł oryginału: Machine Learning Using TensorFlow Cookbook. Create powerful machine learning algorithms with TensorFlow
  • ISBN: 9781800206885, 9781800206885
  • Data wydania: 2021-02-08
  • Format: Ebook
  • Identyfikator pozycji: e_2a2t
  • Wydawca: Packt Publishing