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Free Machine Learning Courses

Machine Learning with Python: Zero to GBMs
๐ŸŽฌ Watch hands-on coding-focused video tutorials
๐Ÿงฎ Practice coding with cloud Jupyter notebooks
๐Ÿ’ป Build an end-to-end real-world course project
๐Ÿ“œ Earn a verified certificate of accomplishment
๐Ÿ“Š You will solve 2 coding assignments & build a course project where you'll train ML models using a large real-world datasets
๐Ÿ”— Course Link

MIT RES.LL-005 Mathematics of Machine Learning and Big Data, IAP 2020
๐ŸŽฌ 20 video lesson
Duration โฐ: 14 hours worth of material
๐Ÿƒโ€โ™‚๏ธ Self paced
Source: MIT open courseware
๐Ÿ”— Course Link

Introduction to Machine Learning, IIT Kharagpur
๐Ÿ†“ Free Online Course
๐Ÿ’ป 44 Lecture Videos
๐Ÿƒโ€โ™‚๏ธ Self paced
Teacher ๐Ÿ‘จโ€๐Ÿซ : Prof. S. Sarkar
๐Ÿ”— Course Link

Machine Learning Crash Course
๐Ÿงฎ 30+ Exercises
โฐ 15 hours
๐Ÿ’ป Real-world case studies
๐Ÿ“œ Lectures from Google researchers
๐Ÿ“Š Interactive visualizations
๐Ÿ”— Course Link

FOUNDATIONS OF MACHINE LEARNING
by Bloomberg
Understand the Concepts, Techniques and Mathematical Frameworks Used by Experts in Machine Learning
๐ŸŽฌ 30 video lessons with slides
โฐ 28 hours
๐Ÿ”— Course Link

Introduction to Machine Learning (Fall 2020)
By Massachusetts Institute of Technology, MIT
๐ŸŽฌ Video Lectures
โฐ Length: 13 weeks
๐Ÿƒโ€โ™‚๏ธ Self paced
Source: MIT
๐Ÿ”— Course link

Introduction to Machine Learning Problem Framing
By Google

โฐ Length: 1 hour
๐Ÿƒโ€โ™‚๏ธ Self paced
Source: Google
๐Ÿ”— Course link

Undergraduate Machine Learning (Nando de Freitas/University of British Columbia)
Author: prof Nando de Freitas
๐ŸŽฌ 33 lessons
โฐ 21 hours
๐Ÿƒโ€โ™‚๏ธ Self paced
Source: YouTube
๐Ÿ”— Course link

Stanford CS224W course on graph ML
A legendary Stanford CS224W course on graph ML now releases videos on YouTube for 2021
๐ŸŽฌ 60 Videos
โฐ 30h
๐Ÿ”— Course link

Books
Mathematics for Machine Learning
Approaching (Almost) Any Machine Learning Problem
Machine Learning

GitHub Repositories
Machine Learning University: Accelerated Natural Language Processing Class
Hands on ML notebook series
Machine learning cheat sheet with code

Article
Machine Learning is Fun!

#Machine_Learning
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