Learn Machine Learning Like a GENIUS and Not Waste Time
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Patreon Link: www.patreon.com/c/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 explained ...
The Math that make Machine Learning easy (and how you can learn it) • How Math makes Machine Learning easy (and ...
15 Machine Learning Lessons I Wish I Knew Earlier • 15 Machine Learning Lessons I Wish I Knew ...
Machine Learning Playlist: • How Math makes Machine Learning easy (and ...
Git/Github Playlist:
• How to clone GitHub Repository (2024 updated)
👇🏻 Links Resources I mention in the Video👇🏻
=== Python ===
My Python for beginners playlist: • Python Tutorials for Beginners
Other tutorials:
Official Course: docs.python.org/3/tutorial/index.html
W3 schools: www.w3schools.com/python/
Uni of Helsinki MOOC: programming-24.mooc.fi/
Khan Academy: www.khanacademy.org/computing/intro-to-python-fund…
Or simply type “Python tutorial” into Google :-)
=== Math ===
Stats & Probability:
www.khanacademy.org/math/statistics-probability
www.edx.org/learn/probability/harvard-university-i…
Linear Algebra:
www.khanacademy.org/math/linear-algebra
www.edx.org/learn/linear-algebra/the-university-of…
3Blue1brown (neat visuals) • Vectors | Chapter 1, Essence of linear alg...
Calculus:
www.khanacademy.org/math/differential-calculus
3Blue1Brown (amazing visuals!) • The essence of calculus
=== Data Tools ===
Jupyter: jupyter.org/
Numpy: numpy.org/doc/stable/user/quickstart.html
Pandas: pandas.pydata.org/docs/user_guide/10min.html
Matplotlib: matplotlib.org/stable/tutorials/index.html
=== ML Theory ===
ISL (free PDF) www.statlearning.com/
ISL Python Playlist: • Statistical Learning with Python
Coursera ML introduction: www.coursera.org/specializations/machine-learning-…
=== ML tools ===
SK Learn: scikit-learn.org/stable/tutorial/basic/tutorial.ht…
SK Learn algorithm Cheat Sheet: scikit-learn.org/stable/tutorial/machine_learning_…
=== Neural Networks / Deep Learning ===
Coursera: www.coursera.org/specializations/deep-learning?irc…
3Blue1Brown (amazing visuals!) • But what is a neural network? | Deep learn...
Andrej Kaparthy • Neural Networks: Zero to Hero
Hugging Face NLP course: huggingface.co/learn/nlp-course/chapter1/1
Keras keras.io/getting_started/
=== Real Projects ===
www.kaggle.com/
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 Do
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