Deep learning with Python /

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Deep Learning with Python, Second Edition introduces the field of deep learning using Python and the powerful Keras library. In this revised and expanded new edition, Keras creator François Chollet offers insights for both novice and experienced machine learning practitioners. As you move through t...

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Bibliographic Details
Call Number:Libro Electrónico
Main Author: Chollet, François (Author)
Format: Electronic eBook
Language:Inglés
Published: Shelter Island, NY : Manning Publications Co., [2021]
Edition:Second edition.
Subjects:
Python (Computer program language)
Machine learning.
Neural networks (Computer science)
Neural Networks, Computer
Machine Learning
Python (Langage de programmation)
Apprentissage automatique.
Réseaux neuronaux (Informatique)
Machine learning
Online Access:Texto completo (Requiere registro previo con correo institucional)
Table of Contents:
  • 1. What is deep learning?
  • 2. The mathematical building blocks of neural networks
  • 3. Introduction to Keras and TensorFlow
  • 4. Getting started with neural networks: classification and regression
  • 5. Fundamentals of machine learning
  • 6. The universal workflow of machine learning
  • 7. Working with Keras: a deep dive
  • 8. Introduction to deep learning for computer vision
  • 9. Advanced deep learning for computer vision
  • 10. Deep learning for timeseries
  • 11. Deep learning for text
  • 12. Generative deep learning
  • 13. Best practices for the real world
  • 14. Conclusions
  • Index.

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