{"product_id":"bayesian-data-science-with-python-simulation-and-probabilistic-programming","title":"Bayesian Data Science with Python","description":"\u003cp\u003e\u003cem class=\"zhvwWe\" data-sfc-cp=\"\" jsaction=\"\" jscontroller=\"LFsGHb#ycPkjf\" data-sfc-root=\"ep\" jsuid=\"mG9Yte_q\" data-complete=\"true\" data-processed=\"true\" data-copy-service-computed-style=\"font-family: \" google sans roboto arial sans-serif color emoji font-size: font-weight: margin: text-decoration: none border-bottom: rgb\u003e\u003cb\u003e\u003cspan class=\"iNqyIf\" data-sfc-cp=\"\" jsaction=\"\" jscontroller=\"KdQfFc#d5Qebf\" data-sfc-root=\"ep\" jsuid=\"mG9Yte_s\" data-complete=\"true\" data-processed=\"true\" data-copy-service-computed-style=\"font-family: \" google sans roboto arial sans-serif color emoji font-size: font-weight: margin: text-decoration: none border-bottom: rgb\u003e\u003cu class=\"wfWfIf fxyaSe\" data-sfc-cp=\"\" jsaction=\"\" jscontroller=\"akSuzb#zJGFRe\" data-sfc-root=\"ep\" jsuid=\"mG9Yte_t\" data-complete=\"true\" data-processed=\"true\" data-copy-service-computed-style=\"font-family: \" google sans roboto arial sans-serif color emoji font-size: font-weight: margin: text-decoration: underline dotted border-bottom: rgb\u003e\u003cspan class=\"jAOkJc\" tabindex=\"0\" role=\"button\" data-sfc-cp=\"\" jsaction=\"click:\u0026amp;mG9Yte_w|ZUljYd;keydown:\u0026amp;mG9Yte_w|aXD3Gb;\" jscontroller=\"qWh5id#ekrNbb\" data-sfc-root=\"c\" data-ved=\"2ahUKEwiD-6SN3fiWAxVegYQIHd5zDeEQ3egRegYIAAgNEAE\" data-complete=\"true\" data-processed=\"true\" data-copy-service-computed-style=\"font-family: \" google sans roboto arial sans-serif color emoji font-size: font-weight: margin: text-decoration: none border-bottom: rgb\u003e\u003cspan class=\"iNqyIf\" data-sfc-cp=\"\" jsaction=\"\" jscontroller=\"KdQfFc#d5Qebf\" data-sfc-root=\"ep\" jsuid=\"mG9Yte_x\" data-complete=\"true\" data-processed=\"true\" data-copy-service-computed-style=\"font-family: \" google sans roboto arial sans-serif color emoji font-size: font-weight: margin: text-decoration: none border-bottom: rgb\u003eBayesian Data Science with Python: Simulation and Probabilistic Programming\u003c\/span\u003e\u003c\/span\u003e\u003c\/u\u003e\u003c\/span\u003e\u003c\/b\u003e\u003c\/em\u003e \u003cb\u003eis a comprehensive guide designed to teach developers, data scientists, and analysts how to apply Bayesian statistical methods using modern Python tools.\u003c\/b\u003e [\u003ca href=\"https:\/\/www.amazon.ca\/Bayesian-Data-Science-Python-Probabilistic\/dp\/0137831811\"\u003e1\u003c\/a\u003e]\u003c\/p\u003e\u003cp\u003eThe book bridges the gap between theoretical statistics and practical data science by focusing heavily on simulation and code-first learning.\u003c\/p\u003e\u003cp\u003eKey Focus Areas\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\n\u003cspan class=\"iNqyIf\" data-sfc-cp=\"\" jsaction=\"\" jscontroller=\"KdQfFc#d5Qebf\" data-sfc-root=\"ep\" jsuid=\"mG9Yte_1k\" data-complete=\"true\" data-copy-service-computed-style=\"font-family: \" google sans roboto arial sans-serif color emoji font-size: font-weight: margin: text-decoration: none border-bottom: rgb\u003e\u003cb\u003eProbabilistic Programming:\u003c\/b\u003e Detailed instruction on using advanced Python libraries like \u003cb\u003ePyMC\u003c\/b\u003e to build, fit, and evaluate custom statistical models.\u003c\/span\u003e\u003cspan\u003e\u003c\/span\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cspan class=\"iNqyIf\" data-sfc-cp=\"\" jsaction=\"\" jscontroller=\"KdQfFc#d5Qebf\" data-sfc-root=\"ep\" jsuid=\"mG9Yte_1u\" data-complete=\"true\" data-copy-service-computed-style=\"font-family: \" google sans roboto arial sans-serif color emoji font-size: font-weight: margin: text-decoration: none border-bottom: rgb\u003e\u003cb\u003eSimulation-Based Learning:\u003c\/b\u003e Rather than relying purely on complex mathematical proofs, the text emphasizes using computational simulation to understand how uncertainty and probability distributions function in real-world scenarios.\u003c\/span\u003e\u003cspan\u003e\u003c\/span\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cspan class=\"iNqyIf\" data-sfc-cp=\"\" jsaction=\"\" jscontroller=\"KdQfFc#d5Qebf\" data-sfc-root=\"ep\" jsuid=\"mG9Yte_23\" data-complete=\"true\" data-copy-service-computed-style=\"font-family: \" google sans roboto arial sans-serif color emoji font-size: font-weight: margin: text-decoration: none border-bottom: rgb\u003e\u003cb\u003ePractical Problem Solving:\u003c\/b\u003e It provides step-by-step case studies for structured data analysis, enabling readers to transition from classical \"frequentist\" statistics to flexible Bayesian forecasting and decision-making.\u003c\/span\u003e\u003cspan\u003e\u003c\/span\u003e\n\u003c\/li\u003e\n\u003cli\u003e\u003cspan class=\"iNqyIf\" data-sfc-cp=\"\" jsaction=\"\" jscontroller=\"KdQfFc#d5Qebf\" data-sfc-root=\"ep\" jsuid=\"mG9Yte_2c\" data-complete=\"true\" data-copy-service-computed-style=\"font-family: \" google sans roboto arial sans-serif color emoji font-size: font-weight: margin: text-decoration: none border-bottom: rgb\u003e\u003cb\u003eThe Addison-Wesley Data \u0026amp; Analytics Series:\u003c\/b\u003e Part of this acclaimed technical series, the book structures complex data science paradigms into approachable, highly organized code tutorials\u003c\/span\u003e\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"Pearson Education","offers":[{"title":"Default Title","offer_id":50506301800518,"sku":"9780137831814","price":4185.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0754\/2797\/1142\/files\/9780137831814_m6p6-73.jpg?v=1790325987","url":"https:\/\/cb-india.com\/products\/bayesian-data-science-with-python-simulation-and-probabilistic-programming","provider":"Computer Bookshop (India) Pvt Ltd","version":"1.0","type":"link"}