| Titre : | Hands-on machine learning with Scikit-Learn, Keras and TensorFlow : concepts, tools, and techniques to build intelligent systems |
| Auteurs : | Aurélien Géron, Auteur |
| Type de document : | texte imprimé |
| Mention d'édition : | 2nd ed |
| Editeur : | Sebastopol [Etats-Unis] : O'Reilly Media, 2019 |
| ISBN/ISSN/EAN : | 978-1-4920-3264-9 |
| Format : | XXV, 819 p. / ill. / 24 cm |
| Note générale : | Appendix. Index |
| Langues : | Anglais |
| Index. décimale : | 004.8 (Intelligence artificielle) |
| Tags : | Apprentissage automatique Intelligence artificielle Machine learning Artificial intelligence |
| Note de contenu : |
Summary :
Part I. The fundamentals of machine learning. 1. The machine learning landscape. 2. End-to-end machine learning project. 3. Classification. 4. Training models. 5. Support vector machine. 6. Decision trees. 7. Ensemble learning and random forests. 8. Dimensionality reduction. 9. Unsupervised Learning Techniques. Part II.Neural networks and deep learning. 10.Introduction to Artificial Neural Networks with Keras. 11. Training Deep Neural Networks. 12. Custom Models and Training with TensorFlow. 13. Loading and Preprocessing Data with TensorFlow. 14. Deep Computer Vision Using Convolutional Neural Networks. 15. Processing Sequences Using RNNs and CNNs. 16. Natural Language Processing with RNNs and Attention. 17. Representation Learning and Generative Learning Using Autoencoders and GANs. 18.Reinforcement Learning. 19. Training and Deploying TensorFlow Models at Scale. |
Exemplaires (3)
| Cote | Support | Localisation | Section | Disponibilité | Etat_Exemplaire |
|---|---|---|---|---|---|
| 004.8 GER | Papier | Bibliothèque Centrale | Informatique | Disponible | Consultation sur place |
| 004.8 GER | Papier | Bibliothèque Centrale | Informatique | Disponible | En bon état |
| 004.8 GER | Papier | Bibliothèque Centrale | Informatique | Disponible | En bon état |
