{"id":87293,"date":"2026-01-30T12:28:37","date_gmt":"2026-01-30T11:28:37","guid":{"rendered":"https:\/\/dev.promoculture.lu\/web\/produit\/non%20class\u00e9\/hands-on-machine-learning-with-scikit-learn-and-pytorch-concepts-tools-and-techniques-to-build-intelligent-systems\/"},"modified":"2026-03-24T15:36:31","modified_gmt":"2026-03-24T14:36:31","slug":"hands-on-machine-learning-with-scikit-learn-and-pytorch-concepts-tools-and-techniques-to-build-intelligent-systems","status":"publish","type":"product","link":"https:\/\/dev.promoculture.lu\/web\/produit\/entrepreneuriat\/informatique-et-electronique\/hands-on-machine-learning-with-scikit-learn-and-pytorch-concepts-tools-and-techniques-to-build-intelligent-systems\/","title":{"rendered":"Hands-On Machine Learning with Scikit-Learn and PyTorch: Concepts, Tools, and Techniques to Build Intelligent Systems"},"content":{"rendered":"<p>The potential of machine learning today is extraordinary, yet many aspiring developers and tech professionals find themselves daunted by its complexity. Perhaps you&rsquo;re ready to jump in, but you&rsquo;re unsure where or how to begin. Whether you&rsquo;re looking to enhance your skill set and apply machine learning to real-world projects or are simply curious about how AI systems function, this book is your jumping-off place.<\/p>\n<p>In a way that&rsquo;s approachable yet deeply informative, author Aur\u00e9lien G\u00e9ron delivers the ultimate introductory guide to machine learning and deep learning. With a focus on clear explanations and real-world Python examples, the book takes you through cutting-edge tools like scikit-learn and PyTorch&#8211;from basic regression techniques to advanced neural networks like transformers and generative adversarial networks. Whether you&rsquo;re a student, professional, or hobbyist, you&rsquo;ll gain the skills to begin building intelligent systems.<\/p>\n<ul class=\"a-unordered-list a-vertical\">\n<li><span class=\"a-list-item\">Understand ML basics, including concepts like overfitting and hyperparameter tuning <\/span><\/li>\n<li><span class=\"a-list-item\">Learn to build end-to-end ML projects using scikit-learn, from data exploration to model evaluation <\/span><\/li>\n<li><span class=\"a-list-item\">Explore advanced architectures like convolutional and recurrent neural networks with PyTorch <\/span><\/li>\n<li><span class=\"a-list-item\">Discover techniques for unsupervised learning, such as clustering and anomaly detection <\/span><\/li>\n<li><span class=\"a-list-item\">Increase your expertise in state-of-the-art AI systems by fine-tuning pretrained models <\/span><\/li>\n<li><span class=\"a-list-item\">Build tangible skills with complete hands-on coding exercises and real-world applications <\/span><\/li>\n<\/ul>\n<h3>Auteur<\/h3>\n<p>Aur\u00e9lien G\u00e9ron is a Machine Learning consultant. A former Googler, he led the YouTube video classification team from 2013 to 2016. He was also a founder and CTO of Wifirst from 2002 to 2012, a leading Wireless ISP in France, and a founder and CTO of Polyconseil in 2001, the firm that now manages the electric car sharing service Autolib&rsquo;.<\/p>\n<p>Before this he worked as an engineer in a variety of domains: finance (JP Morgan and Soci\u00e9t\u00e9 G\u00e9n\u00e9rale), defense (Canada&rsquo;s DOD), and healthcare (blood transfusion). He published a few technical books (on C++, WiFi, and Internet architectures), and was a Computer Science lecturer in a French engineering school.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The potential of machine learning today is extraordinary, yet many aspiring developers and tech professionals find themselves daunted by its complexity. Perhaps you&rsquo;re ready to jump in, but you&rsquo;re unsure where or how to begin. Whether you&rsquo;re looking to enhance your skill set and apply machine learning to real-world projects or are simply curious about [&hellip;]<\/p>\n","protected":false},"featured_media":87294,"template":"","meta":[],"product_brand":[],"product_cat":[142],"product_tag":[],"class_list":{"0":"post-87293","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-informatique-et-electronique","7":"product_shipping_class-standard","8":"pa_auteurs-aurelien-geron","9":"pa_edition-decembre-2025","10":"pa_nombre-de-pages-20606","12":"first","13":"instock","14":"purchasable","15":"product-type-simple"},"exclude_global_add_ons":[],"addons":[],"_links":{"self":[{"href":"https:\/\/dev.promoculture.lu\/web\/wp-json\/wp\/v2\/product\/87293","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dev.promoculture.lu\/web\/wp-json\/wp\/v2\/product"}],"about":[{"href":"https:\/\/dev.promoculture.lu\/web\/wp-json\/wp\/v2\/types\/product"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dev.promoculture.lu\/web\/wp-json\/wp\/v2\/media\/87294"}],"wp:attachment":[{"href":"https:\/\/dev.promoculture.lu\/web\/wp-json\/wp\/v2\/media?parent=87293"}],"wp:term":[{"taxonomy":"product_brand","embeddable":true,"href":"https:\/\/dev.promoculture.lu\/web\/wp-json\/wp\/v2\/product_brand?post=87293"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/dev.promoculture.lu\/web\/wp-json\/wp\/v2\/product_cat?post=87293"},{"taxonomy":"product_tag","embeddable":true,"href":"https:\/\/dev.promoculture.lu\/web\/wp-json\/wp\/v2\/product_tag?post=87293"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}