{"product_id":"new-product-14","title":"Statistics \u0026 Probability for Data Science","description":"\u003cp style=\"hyphenate-character: '-' !important; color: rgb(0, 0, 0); font-family: 'Times New Roman'; font-size: medium; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: start; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;\"\u003e\u003cstrong style=\"hyphenate-character: '-' !important;\"\u003eThe statistics and probability a data scientist actually uses — shown, not just told.\u003c\/strong\u003e\u003cspan\u003e \u003c\/span\u003e\u003cem style=\"hyphenate-character: '-' !important;\"\u003eStatistics \u0026amp; Probability for Data Science\u003c\/em\u003e\u003cspan\u003e \u003c\/span\u003eis a visual, example-driven guide to the mathematical foundations behind modern data work, built for people who want intuition first and rigour right behind it.\u003c\/p\u003e\n\u003cp style=\"hyphenate-character: '-' !important; color: rgb(0, 0, 0); font-family: 'Times New Roman'; font-size: medium; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: start; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;\"\u003eStarting from statistical thinking and exploratory data analysis, you'll build up probability from the ground: discrete and continuous distributions, the normal distribution and the Central Limit Theorem, estimation and confidence intervals, hypothesis testing, statistical power and effect sizes, and Bayesian statistics. The final chapters connect it all to practice — the Math behind machine learning and advanced topics in statistical data science — and the book closes with practice exercises and a mathematical reference.\u003c\/p\u003e\n\u003cp style=\"hyphenate-character: '-' !important; color: rgb(0, 0, 0); font-family: 'Times New Roman'; font-size: medium; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: start; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;\"\u003e\u003cstrong style=\"hyphenate-character: '-' !important;\"\u003eYou will learn to:\u003c\/strong\u003e\u003cspan\u003e \u003c\/span\u003e- Reason about data, uncertainty, and inference like a statistician - Work confidently with probability distributions - Apply the Central Limit Theorem, confidence intervals, and hypothesis tests - Understand statistical power, effect sizes, and p-values correctly - Use Bayesian thinking in real analyses - See the statistical machinery underneath machine learning\u003c\/p\u003e\n\u003cp style=\"hyphenate-character: '-' !important; color: rgb(0, 0, 0); font-family: 'Times New Roman'; font-size: medium; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: start; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;\"\u003eWhether you're moving into data science or shoring up your foundations, this visual guide makes the Math click.\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e","brand":"Professional Developer Store","offers":[{"title":"Default Title","offer_id":58295609590092,"sku":null,"price":4.25,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0849\/7728\/7500\/files\/StatisticsandProbabilityforDataScience-Cover_front_6.93x9.84.png?v=1785849782","url":"https:\/\/professionaldeveloper.store\/products\/new-product-14","provider":"Professional Developer Store","version":"1.0","type":"link"}