Current Author: Snehal Saurabh
IMPORTANT NOTE: This roadmap closely follows the roadmap provided by 'RoadMap.sh' with some modifications to it to make it more suitable for beginners based on personal experience. I have also added some additional resources and topics to it.
The steps to be followed are mentioned below:
-
Linear Algebra
- Khan Academy - Linear Algebra
- 3Blue1Brown - Essence of Linear Algebra
- MIT OCW - Linear Algebra
- Strang - Introduction to Linear Algebra
- Gilbert Strang - Linear Algebra
- Coding the Matrix: Linear Algebra through Computer Science Applications
- Linear Algebra - MIT OpenCourseWare
- Linear Algebra - Khan Academy
- Linear Algebra - Coursera
- Linear Algebra - edX
- Linear Algebra - Udemy
- Linear Algebra - Brilliant
- Linear Algebra - Udacity
- Linear Algebra - DataCamp
- Linear Algebra - Codecademy
- Linear Algebra - Udemy
Personal Recommendation: - Lectures of Gilbert Strang
-
Calculus
- Khan Academy - Calculus
- 3Blue1Brown - Essence of Calculus
- MIT OCW - Single Variable Calculus
- MIT OCW - Multivariable Calculus
- Calculus - Khan Academy
- Calculus - Coursera
- Calculus - edX
- Calculus - Udemy
- Calculus - Brilliant
- Calculus - Udacity
- Calculus - DataCamp
- Calculus - Codecademy
- Calculus - Udemy
Personal Recommendation: - Lectures of Mohit Tyagi (for foundations) if you want an Indian touch.
-
Probability and Statistics
- Khan Academy - Probability and Statistics
- MIT OCW - Probability and Statistics
- Probability and Statistics - Khan Academy
- Probability and Statistics - Coursera
- Probability and Statistics - edX
- Probability and Statistics - Udemy
- Probability and Statistics - Brilliant
- Probability and Statistics - Udacity
- Probability and Statistics - DataCamp
- Probability and Statistics - Codecademy
- Probability and Statistics - Udemy
Personal Recommendation:
Foreign:- Lectures of Khan Academy
- Lectures of MIT 6.041
Indian: - Do the first 14 videos of the Maths for Machine Learning Playlist by CampusX
-
Optimization
- Convex Optimization - Stephen Boyd
- Convex Optimization - Stanford
- Convex Optimization - edX
- Convex Optimization - Coursera
- Convex Optimization - Udemy
- Convex Optimization - DataCamp
- Convex Optimization - Codecademy
- Convex Optimization - Udemy
Personal Recommendation: - Lectures of Stephen Boyd
-
Information Theory
- Information Theory - Khan Academy
- Information Theory - Coursera
- Information Theory - edX
- Information Theory - Udemy
- Information Theory - DataCamp
- Information Theory - Codecademy
- Information Theory - Udemy
Personal Recommendation: - Lectures of David MacKay
-
Python Programming
- Python - Codecademy
- Python - DataCamp
- Python - Udemy
- Python - Coursera
- Python - edX
- Python - Brilliant
- Python - Udacity
- Python - Codecademy
- Python - DataCamp
- Python - Udemy
Personal Recommendation: - Python Tutorials by Corey Schafer
-
Data Analysis and Visualization
- NumPy - DataCamp
- Pandas - DataCamp
- Matplotlib - DataCamp
- Seaborn - DataCamp
- Plotly - DataCamp
- NumPy - Codecademy
- Pandas - Codecademy
- Matplotlib - Codecademy
- Seaborn - Codecademy
- Plotly - Codecademy
Personal Recommendation:
- Video No 41, 43 and 45 of Numpy Tutorial Playlist by CampusX
- Panadas Tutorial by Corey Schafer
- Matplotlib Tutorial by Corey Schafer
- Seaborn Tutorial Derek Banas
-
Machine Learning
- Machine Learning - Coursera
- Machine Learning - edX
- Machine Learning - Udemy
- Machine Learning - Brilliant
- Machine Learning - Udacity
- Machine Learning - DataCamp
- Machine Learning - Codecademy
- Machine Learning - Udemy
Personal Recommendation:
Foreign:- Stanford's CS229
Indian: - 100 Days of Machine Learning Playlist by CampusX
-
Deep Learning
- Deep Learning - Coursera
- Deep Learning - edX
- Deep Learning - Udemy
- Deep Learning - Brilliant
- Deep Learning - Udacity
- Deep Learning - DataCamp
- Deep Learning - Codecademy
- Deep Learning - Udemy
Personal Recommendation:
Foreign:- Stanford's CS230
Indian: - Deep Learning Playlist by CampusX
-
Natural Language Processing
- Natural Language Processing - Coursera
- Natural Language Processing - edX
- Natural Language Processing - Udemy
- Natural Language Processing - Brilliant
- Natural Language Processing - Udacity
- Natural Language Processing - DataCamp
- Natural Language Processing - Codecademy
- Natural Language Processing - Udemy
Personal Recommendation:
Foreign:- Stanford's CS224N
Indian: - NLP Playlist by CampusX
-
Computer Vision
- Computer Vision - Coursera
- Computer Vision - edX
- Computer Vision - Udemy
- Computer Vision - Brilliant
- Computer Vision - Udacity
- Computer Vision - DataCamp
- Computer Vision - Codecademy
- Computer Vision - Udemy
Personal Recommendation:
Theory:- Stanford's CS231N
Practical: - Computer Vision Playlist by ProgrammingKnowledge
-
Reinforcement Learning
- Reinforcement Learning - Coursera
- Reinforcement Learning - edX
- Reinforcement Learning - Udemy
- Reinforcement Learning - Brilliant
- Reinforcement Learning - Udacity
- Reinforcement Learning - DataCamp
- Reinforcement Learning - Codecademy
- Reinforcement Learning - Udemy
Personal Recommendation:
Theory:- Reinforcement Learning Playlist by David Silver
Practical: - Reinforcement Learning Playlist by CampusX
Additional resources to be added soon.