Education
Technology
coding
Computer Vision
JavaScript
Machine Learning
Python
Online Learning
NLP
Applications
Getting started
Reinforcement learning
R
Machine learning frameworks
You don't need to go to a university to learn machine learning - you can do it from your living room, for completely free.
Here is an extensive list of curated free courses and tutorials, from beginner to advanced. ↓
(Trust me, you want to bookmark this tweet.)
Here is an extensive list of curated free courses and tutorials, from beginner to advanced. ↓
(Trust me, you want to bookmark this tweet.)
This is how I'll group the courses.
Machine learning
├── Getting started
├── Computer vision
├── NLP
├── Reinforcement learning
└── Applications
Coding
├── Python
├── R
├── Javascript
└── Machine learning frameworks
Let's start!
Machine learning
├── Getting started
├── Computer vision
├── NLP
├── Reinforcement learning
└── Applications
Coding
├── Python
├── R
├── Javascript
└── Machine learning frameworks
Let's start!
4. MIT RES.LL-005 Mathematics of Big Data and Machine Learning (by Jeremy Kepner and Vijay Gadepally)
youtube.com
youtube.com
6. Stanford CS230: Deep Learning (by Andrew Ng)
youtube.com
youtube.com
Machine learning
└── Computer vision
1. Stanford cs231n Convolutional Neural Networks for Visual Recognition (by @karpathy)
(This is my all-time favorite machine learning course.)
youtube.com
└── Computer vision
1. Stanford cs231n Convolutional Neural Networks for Visual Recognition (by @karpathy)
(This is my all-time favorite machine learning course.)
youtube.com
2. Convolutional Neural Networks (by Andrew Ng)
youtube.com
youtube.com
3. Advanced Computer Vision with Python (by Murtaza Hassan and freecodecamp)
youtube.com
youtube.com
4. OpenCV Python Course - Learn Computer Vision and AI (by @LearnOpenCV and freecodecamp)
youtube.com
youtube.com
Machine learning
└── Natural language processing
1. Stanford CS224N: NLP with Deep Learning (by @chrmanning)
youtube.com
└── Natural language processing
1. Stanford CS224N: NLP with Deep Learning (by @chrmanning)
youtube.com
2. Natural Language Processing with TensorFlow 2 - Beginner's Course (by Phil Tabor and freecodecamp)
youtube.com
youtube.com
Machine learning
└── Reinforcement learning
1. Stanford CS234: Reinforcement Learning (by @EmmaBrunskill)
youtube.com
└── Reinforcement learning
1. Stanford CS234: Reinforcement Learning (by @EmmaBrunskill)
youtube.com
2. Reinforcement Learning Course - Full Machine Learning Tutorial (by Phil Tabor and freecodecamp)
youtube.com
youtube.com
3. Deep Reinforcement Learning in Python Tutorial - A Course on How to Implement Deep Learning Papers (by Phil Tabor and freecodecamp)
youtube.com
youtube.com
Machine learning
└── Applications
1. MIT 6.S897 Machine Learning for Healthcare (by @david_sontag and Peter Szolovits)
youtube.com
└── Applications
1. MIT 6.S897 Machine Learning for Healthcare (by @david_sontag and Peter Szolovits)
youtube.com
2. Applied Deep Learning with PyTorch (by Fawaz Sammani and freecodecamp)
youtube.com
youtube.com
3. Algorithmic Trading Using Python - Full Course (by @NickJMcCullum and freecodecamp)
youtube.com
youtube.com
6. Python for Bioinformatics - Drug Discovery Using Machine Learning and Data Analysis (by @thedataprof and freecodecamp)
youtube.com
youtube.com
Coding
└── Python
1. MIT 6.0001 Introduction to Computer Science and Programming in Python (by @anabellphd)
youtube.com
└── Python
1. MIT 6.0001 Introduction to Computer Science and Programming in Python (by @anabellphd)
youtube.com
3. Python for Data Science - Course for Beginners (by freecodecamp and Maxwell Armi)
youtube.com
youtube.com
Coding
└── R
1. R Programming Tutorial - Learn the Basics of Statistical Computing (by @datalabcc and freecodecamp)
youtube.com
└── R
1. R Programming Tutorial - Learn the Basics of Statistical Computing (by @datalabcc and freecodecamp)
youtube.com
Coding
└── JavaScript
(Yes, you can do machine learning in JavaScript.)
1. Learn TensorFlow.js - Deep Learning and Neural Networks with JavaScript (by @deeplizard and freecodecamp)
youtube.com
└── JavaScript
(Yes, you can do machine learning in JavaScript.)
1. Learn TensorFlow.js - Deep Learning and Neural Networks with JavaScript (by @deeplizard and freecodecamp)
youtube.com
2. Neural Networks with JavaScript - Full Course using Brain.js (by @robertlplummer and freecodecamp)
youtube.com
youtube.com
Coding
└── Machine learning frameworks
1. TensorFlow 2.0 Complete Course (by @TechWithTimm and freecodecamp)
youtube.com
└── Machine learning frameworks
1. TensorFlow 2.0 Complete Course (by @TechWithTimm and freecodecamp)
youtube.com
2. Keras with TensorFlow Course - Python Deep Learning and Neural Networks for Beginners (by @deeplizard and freecodecamp)
youtube.com
youtube.com
4. Scikit-learn Crash Course - Machine Learning Library for Python (by @fishnets88 and freecodecamp)
youtube.com
youtube.com
If you are still here, and perhaps finished some courses after coming back to this list, congratulations! You are off to a great start in machine learning.
Now go, and build something awesome!
Now go, and build something awesome!
We are pushing the limits of Twitter, as I cannot add any more tweets to this thread :)
I post threads like this every week, diving deep into concepts in machine learning and mathematics.
If you have enjoyed this, make sure to follow me and stay tuned for more!
I post threads like this every week, diving deep into concepts in machine learning and mathematics.
If you have enjoyed this, make sure to follow me and stay tuned for more!
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