{"product_id":"tidy-modeling-with-r-9781492096481","title":"Tidy Modeling with R","description":"\u003cp\u003e  • Publisher: O'Reilly Media\u003cbr\u003e • Publisher Imprint: O'Reilly Media\u003cbr\u003e • BISAC: Data Science - General\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eGet going with tidymodels, a collection of R packages for modeling and machine learning. Whether you're just starting out or have years of experience with modeling, this practical introduction shows data analysts, business analysts, and data scientists how the tidymodels framework offers a consistent, flexible approach for your work. \u003c\/p\u003e\u003cp\u003e RStudio engineers Max Kuhn and Julia Silge demonstrate ways to create models by focusing on an R dialect called the tidyverse. Software that adopts tidyverse principles shares both a high-level design philosophy and low-level grammar and data structures, so learning one piece of the ecosystem makes it easier to learn the next. You'll understand why the tidymodels framework has been built to be used by a broad range of people. \u003c\/p\u003e\u003cp\u003e With this book, you will: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eLearn the steps necessary to build a model from beginning to end \u003c\/li\u003e\n\u003cli\u003eUnderstand how to use different modeling and feature engineering approaches fluently \u003c\/li\u003e\n\u003cli\u003eExamine the options for avoiding common pitfalls of modeling, such as overfitting \u003c\/li\u003e\n\u003cli\u003eLearn practical methods to prepare your data for modeling \u003c\/li\u003e\n\u003cli\u003eTune models for optimal performance \u003c\/li\u003e\n\u003cli\u003eUse good statistical practices to compare, evaluate, and choose among models \u003c\/li\u003e\n\u003c\/ul\u003e","brand":"O'Reilly Media","offers":[{"title":"Paperback","offer_id":45031990788247,"sku":"9781492096481","price":4437.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781492096481.webp?v=1767896844","url":"https:\/\/atlanticbooks.com\/products\/tidy-modeling-with-r-9781492096481","provider":"Atlantic Books","version":"1.0","type":"link"}