{"product_id":"modeling-mindsets-the-many-cultures-of-learning-from-data-paperback","title":"Modeling Mindsets: The Many Cultures Of Learning From Data - Paperback","description":"\u003cdiv\u003e\u003cp style=\"text-align: right;\"\u003e\u003ca href=\"https:\/\/reportcopyrightinfringement.com\/\" target=\"_blank\" rel=\"nofollow\"\u003e\u003cb\u003eReport copyright infringement\u003c\/b\u003e\u003c\/a\u003e\u003c\/p\u003e\u003c\/div\u003e\u003cp\u003eby \u003cb\u003eChristoph Molnar\u003c\/b\u003e (Author)\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eIn less than 100 pages, Modeling Mindsets elucidates the worldviews behind various statistical modeling and machine learning mindsets. \u003c\/b\u003e \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003ci\u003e\"Modeling Mindsets offers a compact but informative overview over the different approaches, assumptions and goals when working with data. I strongly recommend gifting this book to your present and future colleagues to get the most out of your collaboration.\"\u003c\/i\u003e \u003cp\u003e\u003c\/p\u003e- Sebastian Raschka, Machine learning \u0026amp; AI researcher\u003cb\u003eAbout The Book\u003c\/b\u003e\u003cp\u003eMost books on modeling dive straight into the math and methodologies, leaving readers struggling to grasp the underlying assumptions and limitations. Written in a clear and concise style, Modeling Mindsets introduces approaches such as Bayesian inference, supervised learning, causal inference, and more.\u003c\/p\u003e\u003cp\u003eWith this book, you'll gain a deeper understanding of different modeling techniques, empowering you to choose the right one for your problem.\u003c\/p\u003e\u003cp\u003e\u003ci\u003e\"It has taken me many years of fumbling around with ML and statistics to achieve a fraction of the intuition in the book. Save yourself the time!\" \u003c\/i\u003e\u003c\/p\u003e\u003cp\u003e- Robert Martin\u003c\/p\u003e\u003cb\u003eTable of Contents\u003c\/b\u003e\u003col\u003e\n\u003cli\u003eIntroduction\u003c\/li\u003e\n\u003cli\u003eStatistical Modeling - Reason Under Uncertainty\u003c\/li\u003e\n\u003cli\u003eFrequentism - Infer \"True\" Parameters\u003c\/li\u003e\n\u003cli\u003eBayesianism - Update Parameter Distributions\u003c\/li\u003e\n\u003cli\u003eLikelihoodism - Likelihood As Evidence\u003c\/li\u003e\n\u003cli\u003eCausal Inference - Identify And Estimate Causes\u003c\/li\u003e\n\u003cli\u003eMachine Learning - Learn Algorithms From Data\u003c\/li\u003e\n\u003cli\u003eSupervised Learning - Predict New Data\u003c\/li\u003e\n\u003cli\u003eUnsupervised Learning - Find Hidden Patterns\u003c\/li\u003e\n\u003cli\u003eReinforcement Learning - Learn To Interact\u003c\/li\u003e\n\u003cli\u003eDeep Learning - Learn End-To-End Networks\u003c\/li\u003e\n\u003cli\u003eThe T-Shaped Modeler\u003c\/li\u003e\n\u003c\/ol\u003e\u003cb\u003eWho This Book Is For\u003c\/b\u003eModeling Mindsets is designed for data scientists, statisticians, machine learners, and quantitative researchers who are already familiar with modeling and working with data. To maximize your learning experience: \u003cp\u003eThis book is for everyone who builds models from data: data scientists, statisticians, machine learners, and quantitative researchers. To get the most out of this book: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eYou should already have experience with modeling and working with data.\u003c\/li\u003e\n\u003cli\u003eYou should feel comfortable with \u003cb\u003eat least one of the mindsets\u003c\/b\u003e in this book.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eDon't read this book if: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eYou are completely new to working with data and models.\u003c\/li\u003e\n\u003cli\u003eYou cling to the mindset you already know and aren't open to other mindsets.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eEmbrace the full potential of Modeling Mindsets by challenging your assumptions and being open to diverse perspectives.\u003c\/p\u003eThis compact guide is perfect for data-driven professionals looking to enhance their understanding of modeling approaches, assumptions, and goals when working with data. By delving into this book, you'll save years of trial and error, foster intellectual growth, and improve collaboration with your colleagues. Gain valuable insights into Bayesian inference, supervised learning, causal inference, and more, and elevate your data analysis skills by choosing the right modeling approach for your problem. Make the most of your data-modeling journey with \"Modeling Mindsets.\"\u003col\u003e\u003c\/ol\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003eNumber of Pages:\u003c\/strong\u003e 114\u003c\/div\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003eDimensions:\u003c\/strong\u003e 0.24 x 8 x 5 IN\u003c\/div\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003ePublication Date:\u003c\/strong\u003e November 15, 2022\u003c\/div\u003e\n            ","brand":"BooksCloud","offers":[{"title":"Default Title","offer_id":44838550732902,"sku":"9798358729339","price":25.25,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0599\/7255\/0758\/files\/MHNoaUpQL3I4elR2cDVMRFBWcktIUT09.webp?v=1772470232","url":"https:\/\/infinitylightwa.com\/products\/modeling-mindsets-the-many-cultures-of-learning-from-data-paperback","provider":"Infinity Light","version":"1.0","type":"link"}