Aurélien Géron Books
Aurélien Géron is a machine learning consultant and former lead of the YouTube video classification team at Google. He specializes in applied machine learning and artificial intelligence, and has extensive experience in software engineering and data science.
Known for: Hands-On Machine Learning with Scikit-Learn, Keras & TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems, Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems
Books by Aurélien Géron
Hands-On Machine Learning with Scikit-Learn, Keras & TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems
This comprehensive guide introduces practical machine learning using Python libraries such as Scikit-Learn, Keras, and TensorFlow. It covers fundamental concepts, data preprocessing, model training, d...
Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems
Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow is a practical guide that teaches readers how to build intelligent systems using Python’s most popular machine learning libraries. It...
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From Concepts to Systems: The Machine Learning Workflow
As we begin, I want you to think of machine learning as a discipline grounded in experience rather than prescription. The core idea is simple yet transformative: rather than programming a computer with explicit rules, we provide it with examples and expect it to generalize. The workflow begins with ...
From Hands-On Machine Learning with Scikit-Learn, Keras & TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems
Supervised Learning: Building Predictive Intelligence
Supervised learning is where machine learning truly becomes tangible. Here, the machine learns from examples that include both input features and desired outputs. The algorithms—linear regression, logistic regression, support vector machines, decision trees, random forests—embody different ways of c...
From Hands-On Machine Learning with Scikit-Learn, Keras & TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems
Understanding Machine Learning: Key Concepts and Types
To begin, it’s essential to clarify what machine learning really means. At its core, machine learning is about enabling computers to improve their performance at a task through experience — that is, through data. Rather than programming a fixed set of rules, we provide algorithms that adjust paramet...
From Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems
Building an End-to-End Machine Learning Project
A common misconception is that machine learning starts with model selection. In truth, it starts with problem definition and data understanding. In this section, I walk through the complete project workflow as practiced in real environments. Every ML pipeline begins with collecting relevant data — s...
From Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems
About Aurélien Géron
Aurélien Géron is a machine learning consultant and former lead of the YouTube video classification team at Google. He specializes in applied machine learning and artificial intelligence, and has extensive experience in software engineering and data science.
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Aurélien Géron is a machine learning consultant and former lead of the YouTube video classification team at Google. He specializes in applied machine learning and artificial intelligence, and has extensive experience in software engineering and data science.
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