{"product_id":"python-for-data-science-and-machine-learning-the-only-book-you-need-to-master-python-for-ds-and-ml-from-scratch-a-hands-on-guide-to-numpy-pandas-m-9798247596110","title":"Python for Data Science and Machine Learning: The Only Book You Need to Master Python for DS and ML from Scratch: A Hands-On Guide to NumPy, Pandas, M","description":"\u003cp\u003e • Author(s): Simon Drewes\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Programming Languages - Python\u003c\/p\u003e\u003cp\u003eThe Complete Python Toolkit for Data Science and Machine Learning. Structured, Practical, and All in One Place\u003c\/p\u003e\u003cp\u003eYou've written your first Python scripts. Maybe you've completed a tutorial or two. But when it comes to \u003cb\u003eactually working with data and building machine learning models\u003c\/b\u003e, things get overwhelming fast. Which libraries do you learn first? How do they fit together? And how do you go from scattered knowledge to real, job-ready skills?\u003c\/p\u003e\u003cp\u003e\u003cb\u003eThis book bridges the gap.\u003c\/b\u003e It picks up where beginner Python courses leave off and gives you a clear, structured path from data manipulation to production-ready machine learning, all in one volume.\u003c\/p\u003eWhat's Inside: \u003cp\u003e\u003cb\u003ePart I: Python Foundations for Data Science\u003c\/b\u003e\u003cbr\u003eSolidify your Python skills and master NumPy for efficient numerical computing. Learn to work with real-world data formats including CSV, JSON, and Excel files, the data you'll actually encounter on the job.\u003c\/p\u003e\u003cp\u003e\u003cb\u003ePart II: Data Manipulation with Pandas\u003c\/b\u003e\u003cbr\u003eGo deep with Pandas: build, clean, transform, and explore datasets with confidence. From handling missing values to performing powerful groupby operations, you'll learn the techniques that data professionals use every single day.\u003c\/p\u003e\u003cp\u003e\u003cb\u003ePart III: Data Visualization\u003c\/b\u003e\u003cbr\u003eTell compelling stories with data using Matplotlib and Seaborn. Create everything from simple line plots to advanced statistical visualizations, and learn when to use which.\u003c\/p\u003e\u003cp\u003e\u003cb\u003ePart IV: Machine Learning with Scikit-Learn\u003c\/b\u003e\u003cbr\u003eUnderstand the full ML pipeline from data preprocessing and feature engineering to building classification, regression, and clustering models. Every algorithm is explained with intuition, practical code, and real examples.\u003c\/p\u003e\u003cp\u003e\u003cb\u003ePart V: Production and Beyond\u003c\/b\u003e\u003cbr\u003eLearn model selection, hyperparameter tuning, and cross-validation. Then bring it all together in a complete end-to-end machine learning project, from raw data to final model. Plus: a look ahead at deep learning and the broader ecosystem.\u003c\/p\u003eBonus Resources Included: \u003cp\u003ePython cheat sheet for quick reference\u003cbr\u003eScikit-Learn algorithm decision guide, pick the right model every time\u003cbr\u003eCommon error messages and how to fix them\u003cbr\u003eFull glossary of data science and ML terminology\u003c\/p\u003eWho This Book Is For: \u003cp\u003eThis book is designed for readers who have \u003cb\u003esome basic Python experience\u003c\/b\u003e, you know what variables, loops, and functions are, but you're ready to take the next step. Whether you're a \u003cb\u003estudent preparing for a data career\u003c\/b\u003e, a \u003cb\u003eprofessional transitioning into data science\u003c\/b\u003e, or a \u003cb\u003eself-taught programmer\u003c\/b\u003e looking for structured guidance, this book meets you where you are and takes you further.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eNo PhD required. No math degree needed.\u003c\/b\u003e Just your curiosity and a willingness to learn by doing.\u003c\/p\u003e\u003cp\u003e\u003ci\u003eStop piecing together fragmented tutorials. Get the complete roadmap, from Python to production-ready ML, in one book.\u003c\/i\u003e\u003c\/p\u003e","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":47570181193879,"sku":"9798247596110","price":2176.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798247596110.webp?v=1774880632","url":"https:\/\/atlanticbooks.com\/products\/python-for-data-science-and-machine-learning-the-only-book-you-need-to-master-python-for-ds-and-ml-from-scratch-a-hands-on-guide-to-numpy-pandas-m-9798247596110","provider":"Atlantic Books","version":"1.0","type":"link"}