/Data-Science-Free

Free Resources For Data Science created by Shubham Kumar

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


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Created by Shubham Kumar


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

Table of Contents

PYTHON

py

PANDAS

ALGORITHMS IN PYTHON

algo

  • Python & Algorithms 2.0 by Marina Wahl Pdf

  • Udacity Course

  • Another good resource Here

  • Visualising algorithms through animation Visit

PRACTICE PYTHON

CALCULUS

LINEAR ALGEBRA

la

PROBABILITY AND STATISTICS

STATISTICAL LEARNING

MACHINE LEARNING

ml

  • 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

dl

DEEP LEARNING PROJECTS

AWESOME BLOG POSTS ON MEDIUM

PLAYGROUNDS


RESEARCH PAPERS

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

mlcourse.ai

Blogs to Follow

funml



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