Free Resources For Data Science

• Introduction to Python, The Scientific Libraries, Advanced Python Programming and the Pandas Section of Data.click here

• Chapters 1 - 4 of this book

• Then this Pandas tutorial

• Python for Data Analysis, 2nd Edition

• More Python by Scipy

• (My Favourite)Udemy Complete Python Bootcamp by Jose Portilla Google Drive

• Udacity - Developing scalable app in Python. Google Drive

• Python Ebooks on Google Drive

• Project based

• Project Euler

• Essence of Calculus 3Blue1Brown

• Khan Academy calculus-1 here

• Khan Academy calculus-2 here

• Khan Academy multivariable calculus here

• Manga Guide to Linear Algebre Google Drive

• 3Blue1Brown

• Khan Academy linear algebra

• UBC Maths by James B. Carrell here

• Khan Academy course

• Think Stats pdf

• Probability Cheat sheet

• Bayesian-Methods-for-Hackers here

• An Introduction to Statistical Learning Essential

• Elements of Statistical Learning Stanford Extremely useful

• Udacity Course free

• Another good resource here

• CS109

• Stanford - AndrewNg Course YouTube

• Udemy - Machine Learning A-Z using Python & R by SuperDataScience Team here

• Ebooks for ML on Google Drive

• More Ebooks on Google Drive

• Manning publication books on Google Drive

• Cheat Sheets for ML, DeepL, AI Google Drive

• Google Machine Learning crash course using Tensorflow here

• 100 Data Science Interview Questions and Answers

• 40 Interview Questions asked at Startups in Machine Learning

• Top 100 Data science interview questions

• 109 Data Science Interview Questions and Answers for 2019 Springboard

• KDNuggets

• Data Science Plus

• Analytics Vidhya

• Towards Data Science

Created by Shubham Kumar @imskr

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