Internet is now filled with tons of blogs, tutorials, workshops etc related to data science and hence the chances of getting lost are fairly high for a beginner. If one needs to start with the fascinating world of machine learning, you are in the right place. Following are the minimalistic set of resources that one needs to have.

List of courses:

Course	Instructor	Req.Hours	Link
Machine learning	Andrew Ng	56	Machine learning-Coursera
ISLR video lectures	Dr. Hastie and Dr. Tibshirani	15	ISLR
Learning from data	Professor Yaser Abu-Mostafa	24	YouTube playlist
Introduction to Machine Learning for Coders	Jeremy Howard	25	Lessons

List of books:

Introduction:

• The Hundred-Page Machine Learning Book

Theoretical:

• An Introduction to Statistical Learning
• Learning from data

Practical:

• Hands-On Machine Learning with Scikit-Learn and TensorFlow
• Python Machine Learning, 2nd Edition

List of blogs:

1. Analytics vidhya
2. Towards Data Science
3. KDnuggets
4. Machine learning mastery