{"product_id":"the-machine-learning-workshop-second-edition-get-ready-to-develop-your-own-high-performance-machine-learning-algorithms-with-scikit-learn-9781839219061","title":"The Machine Learning Workshop - Second Edition: Get ready to develop your own high-performance machine learning algorithms with scikit-learn","description":"\u003cp\u003e • Author(s): Hyatt Saleh\u003cbr\u003e • Publisher: Packt Publishing\u003cbr\u003e • Publisher Imprint: Packt Publishing\u003cbr\u003e • BISAC: Languages - Python\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eTake a comprehensive and step-by-step approach to understanding machine learning\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eKey Features\u003c\/strong\u003e\u003c\/p\u003e \u003cul\u003e \u003cli\u003eDiscover how to apply the scikit-learn uniform API in all types of machine learning models\u003c\/li\u003e \u003cli\u003eUnderstand the difference between supervised and unsupervised learning models\u003c\/li\u003e \u003cli\u003eReinforce your understanding of machine learning concepts by working on real-world examples\u003c\/li\u003e \u003c\/ul\u003e \u003cp\u003e\u003cstrong\u003eBook Description\u003c\/strong\u003e\u003c\/p\u003e \u003cp\u003eMachine learning algorithms are an integral part of almost all modern applications. To make the learning process faster and more accurate, you need a tool flexible and powerful enough to help you build machine learning algorithms quickly and easily. With The Machine Learning Workshop, you'll master the scikit-learn library and become proficient in developing clever machine learning algorithms.\u003c\/p\u003e \u003cp\u003eThe Machine Learning Workshop begins by demonstrating how unsupervised and supervised learning algorithms work by analyzing a real-world dataset of wholesale customers. Once you've got to grips with the basics, you'll develop an artificial neural network using scikit-learn and then improve its performance by fine-tuning hyperparameters. Towards the end of the workshop, you'll study the dataset of a bank's marketing activities and build machine learning models that can list clients who are likely to subscribe to a term deposit. You'll also learn how to compare these models and select the optimal one.\u003c\/p\u003e \u003cp\u003eBy the end of The Machine Learning Workshop, you'll not only have learned the difference between supervised and unsupervised models and their applications in the real world, but you'll also have developed the skills required to get started with programming your very own machine learning algorithms.\u003c\/p\u003e \u003cp\u003e\u003cstrong\u003eWhat you will learn\u003c\/strong\u003e\u003c\/p\u003e \u003cul\u003e \u003cli\u003eUnderstand how to select an algorithm that best fits your dataset and desired outcome\u003c\/li\u003e \u003cli\u003eExplore popular real-world algorithms such as K-means, Mean-Shift, and DBSCAN\u003c\/li\u003e \u003cli\u003eDiscover different approaches to solve machine learning classification problems\u003c\/li\u003e \u003cli\u003eDevelop neural network structures using the scikit-learn package\u003c\/li\u003e \u003cli\u003eUse the NN algorithm to create models for predicting future outcomes\u003c\/li\u003e \u003cli\u003ePerform error analysis to improve your model's performance\u003c\/li\u003e \u003c\/ul\u003e \u003cp\u003e\u003cstrong\u003eWho this book is for\u003c\/strong\u003e\u003c\/p\u003e \u003cp\u003eThe Machine Learning Workshop is perfect for machine learning beginners. You will need Python programming experience, though no prior knowledge of scikit-learn and machine learning is necessary.\u003c\/p\u003e","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46454518513815,"sku":"9781839219061","price":3823.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781839219061.webp?v=1769149002","url":"https:\/\/atlanticbooks.com\/products\/the-machine-learning-workshop-second-edition-get-ready-to-develop-your-own-high-performance-machine-learning-algorithms-with-scikit-learn-9781839219061","provider":"Atlantic Books","version":"1.0","type":"link"}