{"product_id":"cracking-the-data-science-interview-101-data-science-questions-solutions-171068013x","title":"Cracking the Data Science Interview: 101+ Data Science Questions \u0026 Solutions","description":"\u003cp\u003e\u003cstrong\u003eISBN:\u003c\/strong\u003e 171068013X\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eAuthor:\u003c\/strong\u003e Lin, Maverick\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eCondition:\u003c\/strong\u003e New\u003c\/p\u003e\u003cp\u003eCracking the Data Science Interview is the first book that attempts to capture the essence of data science in a concise, compact, and clean manner. In a Cracking the Coding Interview style, Cracking the Data Science Interview first introduces the relevant concepts, then presents a series of interview questions to help you solidify your understanding and prepare you for your next interview.Topics include: Necessary Prerequisites (statistics, probability, linear algebra, and computer science) 18 Big Ideas in Data Science (such as Occams Razor, Overfitting, Bias\/Variance Tradeoff, Cloud Computing, and Curse of Dimensionality) Data Wrangling (exploratory data analysis, feature engineering, data cleaning and visualization) Machine Learning Models (such as k-NN, random forests, boosting, neural networks, k-means clustering, PCA, and more) Reinforcement Learning (Q-Learning and Deep Q-Learning) Non-Machine Learning Tools (graph theory, ARIMA, linear programming) Case Studies (a look at what data science means at companies like Amazon and Uber)Maverick holds a bachelors degree from the College of Engineering at Cornell University in operations research and information engineering (ORIE) and a minor in computer science. He is the author of the popular Data Science Cheatsheet and Data Engineering Cheatsheet on GCP and has previous experience in data science consulting for a Fortune 500 company focusing on fraud analytics.\u003c\/p\u003e","brand":"Mia Karts","offers":[{"title":"Default Title","offer_id":51971693412640,"sku":"NEW171068013X","price":14.43,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0980\/7426\/3840\/files\/61ZHxtIVRTL.jpg?v=1783776993","url":"https:\/\/miakarts.com\/products\/cracking-the-data-science-interview-101-data-science-questions-solutions-171068013x","provider":"Miakarts Books","version":"1.0","type":"link"}