Learn Machine Learning Like a GENIUS and Not Waste Time

Learn Machine Learning Like a GENIUS and Not Waste Time

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Patreon Link:   / infinitecodes  
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You won’t learn Machine Learning in 3 months. I don’t know how long it will take you but here I am sharing everything I know to get you started and make it as fast as possible.

Also Watch:
All Machine Learning algorithms explained in 17 min    • All Machine Learning algorithms expla...  
The Math that make Machine Learning easy (and how you can learn it)    • How Math makes Machine Learning easy ...  
15 Machine Learning Lessons I Wish I Knew Earlier    • 15 Machine Learning Lessons I Wish I ...  

Machine Learning Playlist:    • How Math makes Machine Learning easy ...  

Git/Github Playlist:
   • How to clone GitHub Repository (2024 ...  

👇🏻 Links Resources I mention in the Video👇🏻

=== Python ===

My Python for beginners playlist:    • Python Tutorials for Beginners  

Other tutorials:
Official Course: https://docs.python.org/3/tutorial/in...
W3 schools: https://www.w3schools.com/python/
Uni of Helsinki MOOC: https://programming-24.mooc.fi/
Khan Academy: https://www.khanacademy.org/computing...
Or simply type “Python tutorial” into Google :-)

=== Math ===

Stats & Probability:
https://www.khanacademy.org/math/stat...
https://www.edx.org/learn/probability...

Linear Algebra:
https://www.khanacademy.org/math/line...
https://www.edx.org/learn/linear-alge...
3Blue1brown (neat visuals)    • Vectors | Chapter 1, Essence of linea...  

Calculus:
https://www.khanacademy.org/math/diff...
3Blue1Brown (amazing visuals!)    • The essence of calculus  


=== Data Tools ===
Jupyter: https://jupyter.org/
Numpy: https://numpy.org/doc/stable/user/qui...
Pandas: https://pandas.pydata.org/docs/user_g...
Matplotlib: https://matplotlib.org/stable/tutoria...


=== ML Theory ===

ISL (free PDF) https://www.statlearning.com/
ISL Python Playlist:    • Statistical Learning with Python  
Coursera ML introduction: https://www.coursera.org/specializati...


=== ML tools ===

SK Learn: https://scikit-learn.org/stable/tutor...
SK Learn algorithm Cheat Sheet: https://scikit-learn.org/stable/tutor...

=== Neural Networks / Deep Learning ===

Coursera: https://www.coursera.org/specializati...
3Blue1Brown (amazing visuals!)    • But what is a neural network? | Deep ...  

Andrej Kaparthy    • Neural Networks: Zero to Hero  
Hugging Face NLP course: https://huggingface.co/learn/nlp-cour...

Keras https://keras.io/getting_started/

=== Real Projects ===
https://www.kaggle.com/
https://github.com/

================== Timestamps ================
00:00 - Intro
00:40 - Why learn Machine Learning & Data Science
01:11 - How to learn?
03:25 - Where to start? (Jupyter, Python, Pandas)
05:25 - Your first Data Analysis Project
06:32 - Essential Math for Machine Learning (Stats, Linear Algebra, Calculus)
08:53 - The Core Machine Learning Concepts & Algorithms (From Regression to Deep Learning)
10:16 - Scikit Learn
11:37 - Your first Machine Learning Project
13:24 - Collaborate & Share
13:59 - Advanced Topics
14:22 - Do’s and Don'ts