How I’d learn Machine Learning & AI in 2024 (if I could start over) -- 7-step Roadmap
How I’d learn ML & AI in 2024 (if I could start over) - Complete 7-step Roadmap
In this video, I will show you how I would learn Machine Learning in 2024 if I could start over.
About 6 years ago I taught myself Machine Learning with free online resources, landing me an amazing Data Scientist job in the industry. I have since taught everything I taught myself to hundreds of students all over the world in real life programming and Data Science & Machine Learning bootcamps and have seen my students get amazing jobs as well.
Here I am sharing my complete roadmap for a newbie focusing on the essentials and avoiding all the pitfalls and mistakes I have made.
👇🏻 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? | Chapt...
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
01:00 - Python
01:49 - Math
03:18 - Data Tools
04:30 - ML Theory
07:04 - ML tools
07:48 - Neural Networks & Deep Learning
08:48 - Real Projects
=============================================
#ai #learning #machinelearning #ml #datascience
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