Loading...
「ツール」は右上に移動しました。
利用したサーバー: natural-voltaic-titanium
48310いいね 720227回再生

Learn Machine Learning Like a GENIUS and Not Waste Time

Learn Machine Learning Like a GENIUS and Not Waste Time

#########################################
I just started my own Patreon, in case you want to support!
Patreon Link: www.patreon.com/c/InfiniteCodes
#########################################

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

コメント