How to Learn Machine Learning in 2024 (7 step roadmap)
How I’d learn Machine Learning & 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:
Other tutorials:
Official Course:
W3 schools:
Uni of Helsinki MOOC:
Khan Academy:
Or simply type “Python tutorial” into Google :-)
=== Math ===
Stats & Probability:
Linear Algebra:
3Blue1brown (neat visuals)
Calculus:
3Blue1Brown (amazing visuals!)
=== Data Tools ===
Jupyter:
Numpy:
Pandas:
Matplotlib:
=== ML Theory ===
ISL (free PDF)
ISL Python Playlist:
Coursera ML introduction:
=== ML tools ===
SK Learn:
SK Learn algorithm Cheat Sheet:
=== Neural Networks / Deep Learning ===
Coursera:
3Blue1Brown (amazing visuals!)
Andrej Kaparthy
Hugging Face NLP course:
Keras
=== Real Projects ===
================== Timestamps ================
00:00 - Intro
00:55 - Python
01:44 - Math
03:12 - Data Tools
04:25 - ML Theory
07:00 - ML tools
07:43 - Neural Networks & Deep Learning
08:43 - Real Projects
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