Data Science Resources (Mostly Free)

The first half is more or less my learning path in the past two years while the second half is my plan for this year. I tried to make a balance between comprehension and doability. For more extensive lists, you can check Github search or CS video lectures

Hope the list is helpful, especially to whom are not in CS major but interested in data science!

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Table of Contents

• One Month Plan
• Machine Learning
• Natural Language Processing
• Deep Learning
• Systems
• Analytics
• Reinforcement Learning
• Other Courses
• Interviews

Interviews:

- Lists with Solutions:

• 111 Data Science Interview Questions & Detailed Answers: Link
• 40 Interview Questions asked at Startups in Machine Learning / Data Science Link
• 100 Data Science Interview Questions and Answers (General) for 2017 Link
• 21 Must-Know Data Science Interview Questions and Answers Link
• 45 Questions to test a data scientist on basics of Deep Learning (along with solution) Link
• 30 Questions to test a data scientist on Natural Language Processing Link
• Questions on Stackoverflow: Link
• Compare two models: My collection

- Without Solutions:

• Over 100 Data Science Interview Questions Link
• 20 questions to detect fake data scientists Link
• Question on Glassdoor: link