{"product_id":"hands-on-machine-learning-with-scikit-learn-and-pytorch","title":"Hands-On Machine Learning with Scikit-Learn and PyTorch","description":"\u003cp\u003eThis book is an introduction to machine learning and deep learning. Aurélien Géron explains the ideas with clear examples, using Scikit-Learn, PyTorch and the Hugging Face ecosystem. It moves from basic regression techniques to advanced neural networks. Along the way it covers overfitting, hyperparameter tuning, clustering, anomaly detection, transformers, diffusion models, pretrained models including LLMs, and reinforcement learning. It is written for students, professionals and hobbyists who want to build intelligent systems.\u003c\/p\u003e\u003ch4\u003eWhy You Should Read?\u003c\/h4\u003e\u003cul\u003e\n\u003cli\u003eUnderstand core machine learning ideas, such as overfitting and hyperparameter tuning, before you move on to harder topics.\u003c\/li\u003e\n\u003cli\u003eComplete a whole project with Scikit-Learn, working from data exploration all the way to model evaluation.\u003c\/li\u003e\n\u003cli\u003eBuild advanced architectures like transformers and diffusion models with PyTorch, and try unsupervised methods such as clustering and anomaly detection.\u003c\/li\u003e\n\u003cli\u003eLearn to fine-tune pretrained models, including LLMs, and to train autonomous agents with reinforcement learning.\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"O'Reilly Media","offers":[{"title":"Default Title","offer_id":44106437656639,"sku":null,"price":5760.0,"currency_code":"NPR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0686\/9866\/9119\/files\/9789368082194-e963ecd838e3a397.jpg?v=1791923349","url":"https:\/\/headerbooks.com\/products\/hands-on-machine-learning-with-scikit-learn-and-pytorch","provider":"Header Books","version":"1.0","type":"link"}