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Hands-On Machine Learning with TensorFlow. js : a Guide to Building ML Applications Integrated with Web Technology Using the TensorFlow. js Library /

Hands-On Machine Learning with TensorFlow.js is a comprehensive guide that will help you easily get started with machine learning algorithms and techniques using TensorFlow.js. By the end of this book, you will be able to create and optimize your own web-based machine learning applications using pra...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Sasaki, Kai (Autor)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Birmingham, UK : Packt Publishing, Limited, 2019.
Temas:
Acceso en línea:Texto completo
Tabla de Contenidos:
  • Hands-On machine learning with TensorFlow. js : a guide to building ML applications integrated with web technology using the TensorFlow. js library
  • Contributors
  • Table of Contents
  • Preface
  • Section 1: The Rationale of Machine Learning and the Usage of TensorFlow.js
  • Chapter 1: Machine Learning for the Web
  • Chapter 2: Importing Pretrained Models into TensorFlow.js
  • Chapter 3: TensorFlow.js Ecosystem
  • Section 2: Real-World Applications of TensorFlow.js
  • Chapter 4: Polynomial Regression
  • Chapter 5: Classification with Logistic Regression
  • Chapter 6: Unsupervised Learning
  • Chapter 7: Sequential Data Analysis
  • Chapter 8: Dimensionality Reduction
  • Chapter 9: Solving the Markov Decision Process
  • Section 3: Productionizing Machine Learning Applications with TensorFlow.js
  • Chapter 10: Deploying Machine Learning Applications
  • Chapter 11: Tuning Applications to Achieve High Performance
  • Chapter 12: Future Work Around TensorFlow.js
  • Other Books You May Enjoy
  • Index.