Aurelien Geron Hands-On Machine Learning Scikit-Learn Keras TensorFlow 3rd Edition
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Aurelien Geron Hands-On Machine Learning Scikit-Learn Keras TensorFlow 3rd Edition
Authored by Aurélien Géron, Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow, 3rd Edition functions as an engineering reference centered on artificial intelligence, machine learning, and deep learning creation. This volume investigates practical methods for constructing intelligent frameworks utilizing widely accepted open-source machine learning software libraries.
The publication introduces notions tied to data evaluation, algorithm creation, machine learning pipelines, and artificial neural network applications. The content is structured to assist users in grasping the workflows required for training, assessing, and refining machine learning models over diverse operational scenarios.
Engineers can review subjects associated with supervised training, unsupervised training, deep learning frameworks, neural nets, and predictive calculation. The text also covers applied execution methods leveraging Scikit-Learn, Keras, and TensorFlow while analyzing techniques deployed in contemporary artificial intelligence initiatives.
Aimed at software creators, data analysts, scholars, and technical specialists, this volume delivers targeted coverage of machine learning and deep learning principles applied in software development, data analytics, and artificial intelligence programs.
Topics Covered
- Machine learning fundamentals
- Supervised learning concepts
- Unsupervised learning methods
- Deep learning techniques
- Neural network architectures
- Scikit-Learn applications
- Keras framework concepts
- TensorFlow development methods
- Predictive modeling approaches
- Intelligent system development
Product Details
- Author: Aurélien Géron
- ISBN-13: 9781098125974
- ISBN-10: 1098125975
- Edition: 3rd Edition
- Title: Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems
- Language: English
- Category: Artificial Intelligence
- Subject: Machine Learning and Deep Learning
Product Type
Artificial Intelligence