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Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools & Techniques to Build Intelligent Systems, 3rd Edition
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Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems, 3rd Edition by Aurélien...
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Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools & Techniques to Build Intelligent Systems, 3rd Edition
Tk 46.95
Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems, 3rd Edition by Aurélien Géron is an English-language computer science and artificial intelligence textbook published by O'Reilly Media.
Through concrete examples, minimal theory, and production-ready Python code, this updated third edition guides readers through the entire machine learning and deep learning ecosystem. The text progresses from fundamental machine learning using Scikit-Learn to advanced deep neural network architectures using TensorFlow and Keras.
The book covers key techniques including linear regression, decision trees, random forests, ensemble methods, deep neural networks, convolutional neural networks (CNNs), recurrent neural networks (RNNs), generative adversarial networks (GANs), and Transformer models, alongside practical strategies for training, scaling, and deploying AI models.
Suitable for data scientists, software developers, AI engineers, students, and technology professionals, this book serves as an indispensable hands-on guide for building modern intelligent systems.
Topics Covered
- Machine learning pipeline design with Scikit-Learn
- Supervised learning algorithms (classification, regression, SVMs, decision trees, ensemble learning)
- Unsupervised learning methods (clustering, dimensionality reduction, anomaly detection)
- Deep neural networks, CNNs, RNNs, Autoencoders, and GANs using Keras and TensorFlow
- Natural Language Processing (NLP) with Transformers and Hugging Face
- Training and scaling deep learning models on multi-GPU and cloud infrastructures
Product Details
- Author: Aurélien Géron
- Publisher: O'Reilly Media
- Title: Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems
- Edition: 3rd Edition
- Format: Paperback
- ISBN-13: 9781098125974
- ISBN-10: 1098125975
- Category: Computer Science / Artificial Intelligence
- Subject: Machine Learning and Deep Learning
- Language: English
Product Type
Computer Science & AI Technical Book