Python Data Science Handbook

https://jakevdp.github.io/PythonDataScienceHandbook/


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Free Machine Learning Courses

Machine Learning with Python: Zero to GBMs
🎬 Watch hands-on coding-focused video tutorials
🧮 Practice coding with cloud Jupyter notebooks
💻 Build an end-to-end real-world course project
📜 Earn a verified certificate of accomplishment
📊 You will solve 2 coding assignments & build a course project where you'll train ML models using a large real-world datasets
🔗 Course Link

MIT RES.LL-005 Mathematics of Machine Learning and Big Data, IAP 2020
🎬 20 video lesson
Duration ⏰: 14 hours worth of material
🏃‍♂️ Self paced
Source: MIT open courseware
🔗 Course Link

Introduction to Machine Learning, IIT Kharagpur
🆓 Free Online Course
💻 44 Lecture Videos
🏃‍♂️ Self paced
Teacher 👨‍🏫 : Prof. S. Sarkar
🔗 Course Link

Machine Learning Crash Course
🧮 30+ Exercises
⏰ 15 hours
💻 Real-world case studies
📜 Lectures from Google researchers
📊 Interactive visualizations
🔗 Course Link

FOUNDATIONS OF MACHINE LEARNING
by Bloomberg
Understand the Concepts, Techniques and Mathematical Frameworks Used by Experts in Machine Learning
🎬 30 video lessons with slides
⏰ 28 hours
🔗 Course Link

Introduction to Machine Learning (Fall 2020)
By Massachusetts Institute of Technology, MIT
🎬 Video Lectures
⏰ Length: 13 weeks
🏃‍♂️ Self paced
Source: MIT
🔗 Course link

Introduction to Machine Learning Problem Framing
By Google
⏰ Length: 1 hour
🏃‍♂️ Self paced
Source: Google
🔗 Course link

Undergraduate Machine Learning (Nando de Freitas/University of British Columbia)
Author: prof Nando de Freitas
🎬 33 lessons
⏰ 21 hours
🏃‍♂️ Self paced
Source: YouTube
🔗 Course link

Stanford CS224W course on graph ML
A legendary Stanford CS224W course on graph ML now releases videos on YouTube for 2021
🎬 60 Videos
⏰ 30h
🔗 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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STATISTICS FOR DATA SCIENCE COURSE

Complete Statistics for Data Science in 6 hrs by Krish Naik

https://youtu.be/LZzq1zSL1bs

#data_science #stat
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LEETCODE SQL QUESTIONS WITH SOLUTIONS

🔥🔥Build GPT: from scratch, in code, spelled out🔥🔥.

If you're a beginner interested in learning about Neural Networks, Andrej Karpathy Youtube-series on  "Neural Networks: Zero to Hero" can introduce you to the basics of Neural Networks and language modeling.

Already have this knowledge and want to do an amazing project?😍
His new course on how to build your own GPT!😱 from scratch is a must watch.

Link: https://youtu.be/kCc8FmEb1nY

Interesting not only for beginners, but for pro's as well to recap and grab new details

#ai #deeplearning #neuralnetworks #gpt

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Data Science GitHub Repositories

freeCodeCamp
https://github.com/freeCodeCamp/freeCodeCamp

Data Science For Beginners
https://github.com/microsoft/Data-Science-For-Beginners

The Open Source Data Science Masters
https://github.com/datasciencemasters/

Free Data Science Books
https://github.com/chaconnewu/free-data-science-books

Data Science Curriculum
https://github.com/ossu/data-science

Awesome Data Science
https://github.com/academic/awesome-datascience

Data Science All Cheat Sheet
https://github.com/yash42828/Data-Science--All-Cheat-Sheet

Best of ML with Python
https://github.com/ml-tooling/best-of-ml-python

Data Science Interview Resources - Interview Questions
https://github.com/rbhatia46/Data-Science-Interview-Resources

#data_science #ml

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