Deep learning with Python

The bestseller revised! Deep Learning with Python, second edition is a comprehensive introduction to the field of deep learning using Python and the powerful Keras library. Written by Google AI researcher François Chollet, the creator of Keras, this revised edition has been updated with new chapters...

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Detalles Bibliográficos
Otros Autores: Chollet, François, author (author)
Formato: Libro electrónico
Idioma:Inglés
Publicado: Shelter Island, New York : Manning Publications Co. LLC 2021.
Edición:Second edition
Materias:
Ver en Biblioteca Universitat Ramon Llull:https://discovery.url.edu/permalink/34CSUC_URL/1im36ta/alma991009635716006719
Tabla de Contenidos:
  • 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.