pramodiperera/Data-Science-Free

Free Resources For Data Science created by Shubham Kumar

A collection of awesome manuals, blogs, cheats, resources and more.

_{Created by Shubham Kumar}

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DISCLAIMER: This is for absolute beginners, no experience needed.

Table of Contents

• Python
  • Pandas
  • Algorithms in Python
  • Practice Python
• Calculus
• Linear Algebra
• Algorithms in Python
• Probability & Stats
• Statistical Learning
• Machine Learning
  • Practice ML
• Deep Learning
  • Deep Learning Projects
• Medium Blog Posts
• Playgrounds
• Research Papers
• Interview Questions
• Top Rated Courses
• Blogs to Follow

PYTHON

• Introduction to Python 3 Sentdex

• Quantative Economics with Python Here

• Python Data science handbook Chapter 1-4

• Python for Data Analysis 2nd Edition

• Learning Python 5th edition, oreilly publication by Mark Lutz (LONG VERSION)

• Python by Scipy

• Udemy Complete Python Bootcamp by Jose Portilla Google Drive

• Udacity - Developing scalable app in Python Google Drive

• Python Ebooks on Google Drive

PANDAS

• Pandas & Data Analysis by mlcourse.ai (Video)

• Pandas by Pydata

• Effective Pandas GitHub

• Pandas Cheatsheets

• Pandas Data School Videos

ALGORITHMS IN PYTHON

• Python & Algorithms 2.0 by Marina Wahl Pdf

• Udacity Course

• Another good resource Here

• Visualising algorithms through animation Visit

PRACTICE PYTHON

• Project based

• Project Euler

CALCULUS

• Essence of Calculus 3Blue1Brown PlayList

• Khan Academy calculus-1 Here

• Khan Academy calculus-2 Here

• Khan Academy multivariable calculus Here

LINEAR ALGEBRA

• Manga Guide to Linear Algebre Google Drive

• 3Blue1Brown PlayList

• Khan Academy Linear algebra

• UBC Maths by James B. Carrell Here

PROBABILITY AND STATISTICS

• Khan Academy Course

• Think Stats Pdf

• Probability Cheat sheet

• Bayesian-Methods-for-Hackers Here

STATISTICAL LEARNING

• An Introduction to Statistical Learning Essential

• Elements of Statistical Learning Stanford Extremely useful

MACHINE LEARNING

• Hands on Machine Learning with Tensorflow & Scikit-learn Google Drive

• Practical Machine Learning Tutorial with Python Sentdex

• Stanford - AndrewNg Course YouTube

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

• Jason Mayes (Google Engineer ML Class 101) Slides

• 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 (Not for Beginners) Here

• Reinforcement Learning Book by Andrew Barto and Richard S. Sutton Google Drive

• Stanford's CS 229 Machine Learning VIP Cheatsheet

PRACTICE ML

• Home for Data Science - Kaggle

DEEP LEARNING

• Grokking Deep Learning by Andrew Trask Pdf

• Practical Deep Learning for Coders Fast-ai

• MIT Deep Learning Lex-Fridman

• MIT 6.S191: Introduction to Deep Learning Alexander-Amini

• Demystifying RL Intel AI

• Deep RL Bootcamp Berkeley CA

DEEP LEARNING PROJECTS

• Python Deep Learning Projects Packt Packt Pdf

• Implement a Pong-playing agent Pong from Pixels

AWESOME BLOG POSTS ON MEDIUM

• Simple Reinforcement Learning with Tensorflow series by Arthur Juliani

• Machine Learning for Humans by Vishal Maini

PLAYGROUNDS

• Tensorflow Playground

• Machine Learning Playground

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RESEARCH PAPERS

• PAPERS WITH CODE

INTERVIEW QUESTIONS

• 100 Data Science Interview Questions and Answers

• 40 Interview Questions asked at startups in Machine Learning Here

• Top 100 Data science interview Questions

• 109 Data Science Interview Questions and Answers for 2019 on Springboard

• 111 Data Science Interview Questions with Detailed Answers Here

TOP RATED COURSES

• Open Machine Learning Course mlcourse.ai

• UC Berkeley CS294-112 Deep Reinforcement Learning

• UCL Course on RL

Blogs to Follow

• Machine Learning for Everyone Blog

• KDNuggets

• Data Science Plus

• Analytics Vidhya

• Towards Data Science

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You take the blue pill, the story ends. You wake up in your bed and believe whatever you want to believe. You take the red pill, you stay in Wonderland, and I show you how deep the rabbit hole goes.” — Morpheus