{"product_id":"bayesian-statistics-and-machine-learning-with-python-a-hands-on-guide-to-probabilistic-programming-statistical-modeling-and-data-science-using-pymc-9798245830933","title":"Bayesian Statistics and Machine Learning with Python: A Hands-On Guide to Probabilistic Programming, Statistical Modeling, and Data Science Using PyMC","description":"\u003cp\u003e • Author(s): Evan Flux\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Neural Networks\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eBayesian Statistics and Machine Learning with Python\u003c\/b\u003e\u003cbr\u003e\u003ci\u003eA Hands-On Guide to Probabilistic Programming, Statistical Modeling, and Data Science Using PyMC, Stan, and Scikit-Learn\u003c\/i\u003e\u003c\/p\u003e\u003cp\u003eTake your data skills to the next level! This hands-on guide makes Bayesian statistics and machine learning approachable, practical, and immediately useful. Learn to think probabilistically, model uncertainty, and make smarter predictions with Python.\u003c\/p\u003e\u003cp\u003eInside, you'll discover how to: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\n\u003cb\u003eHarness probabilistic programming\u003c\/b\u003e with PyMC and Stan to build powerful, flexible models.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eApply advanced Bayesian techniques\u003c\/b\u003e like hierarchical models, MCMC, and Bayesian regression to real-world problems.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eBoost machine learning workflows\u003c\/b\u003e with uncertainty-aware classifiers, Bayesian neural networks, and Scikit-Learn integration.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eHandle messy data, validate models, and communicate results\u003c\/b\u003e with confidence to stakeholders.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eDeploy robust, reproducible models\u003c\/b\u003e that thrive in real-world applications.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eWith clear explanations, step-by-step Python examples, and real-world case studies, this book is perfect for beginners and experienced practitioners alike. By the end, you'll not only understand Bayesian statistics-you'll know how to put it into action for smarter, data-driven decision-making.\u003c\/p\u003e\u003cp\u003eWhether your goal is research, AI development, or data science excellence, this book gives you the tools to \u003cb\u003emodel uncertainty, enhance predictions, and solve complex problems with confidence\u003c\/b\u003e.\u003c\/p\u003e\u003cp\u003eTake control of your data. Master Bayesian thinking. Transform your approach to machine learning today\u003c\/p\u003e","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":47570921062551,"sku":"9798245830933","price":3239.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798245830933.webp?v=1774885164","url":"https:\/\/atlanticbooks.com\/products\/bayesian-statistics-and-machine-learning-with-python-a-hands-on-guide-to-probabilistic-programming-statistical-modeling-and-data-science-using-pymc-9798245830933","provider":"Atlantic Books","version":"1.0","type":"link"}