Awesome Guide to Get Started in Machine Learning & Artificial Intelligence
“World is converging towards ML & AI ”
How To Get Started:
Some Pre-Requisites:
Intro to Neural Network by 3Blue1Brown <<Awesome>>
4 short video series that help to visualize Neural Nets.
Time needed: 2–3 days
Python Programming, A Refresher <<Essential>>
Time needed: 1–2 days.
Get Started with Deep Learning:
http://introtodeeplearning.com <<You’ll love it>>
An MIT course available on YouTube provides a comprehensive introduction to key concepts in deep learning and machine learning, supplemented with practical lab sessions.
Time needed: 1–3 months
Building ML Core Competencies:
Python Programming for Machine Learning <<Good to know>>
You can prefer to learn as you go.
Time needed: 1–2 weeks
Stanford CS229 Machine Learning <<Gold, In-Depth, Maths Heavy>>
A very advanced course that needs too much determination and will to complete all lectures. {FYI: I only completed 5 lectures, need to resume}
Time needed: 2–5 months
“ML & AI is converging towards Transformers & Beyond”
Entering into Transformers & LLMs World
Attention Is All You Need <<Must>>
Research Paper that brought ML revolution
Time needed: 1- 3 days
The Illustrated Transformer by Jay Alammar <<In-depth>>
Read 10 times…
Time needed: Spend at least 1 week on it
Transformers and LLM by Serrano Academy <<Superb Explanation>>
Explains and visualizes how Attention works in a Transformer
Time needed: 1 week
LLM Visualization <<Next Level Visualization>>
Helps to clearly understand each level of LLM and its inner workings
Time needed: 1–2 days
Code your own GPT from Scratch by Andrej Karpathy <<Code Heavy>>
Step-by-step code explanation and guide to build your own GPT
Time needed: 1–3 weeks
Unexplored Territory:
Building applications with Vector databases
Kaggle Machine Learning and Python courses
Super Useful Resources:
ML Coding Environments— Free to use
https://deepnote.com
https://colab.google (basic GPU support)
YouTube Channels:
https://www.youtube.com/@rabbitmetrics
https://www.youtube.com/@Deeplearningai
https://www.youtube.com/@AssemblyAI
https://www.youtube.com/@ArtificialIntelligenceAllinOne
https://www.youtube.com/@howardjeremyp
https://www.youtube.com/@TwoMinutePapers
https://www.youtube.com/@aiDotEngineer
Twitter List(by @svpino) to stay updated with the latest ML Stuff:
https://twitter.com/i/lists/1400568686931550217