AI courses
There was a very popular Reddit post written by an engineer who transitioned to top ML jobs at companies like Amazon, Apple, Meta, and Netflix.
The post explained the resources you need for transitioning to serious ML roles. Raj made a post about it which got my attention, so I’m resharing it here. Thanks for the gem!
All these resources are free.
Part 1: Fundamentals
1️⃣ Linear Algebra – Blue1Brown’s playlist on YouTube is the most engaging Linear Algebra playlist.
Link: https://lnkd.in/gJMe89Hz
2️⃣ Multivariable Calculus – Khan Academy’s Multivariable Calculus lessons are an amazing refresher.
Link: https://lnkd.in/gdkzPvpj
3️⃣ Statistics and Probability – Please watch the Youtube playlist by the channel StatsQuest. Unique style and awesome content.
Link: https://lnkd.in/gxRgRw_A
Part 2: Machine Learning
1️⃣ Stanford Intro to Machine Learning by Andrew Ng. The course also offers a free set of course notes, which are very well written.
Link: https://lnkd.in/gtPxYRjC
2️⃣ Caltech Machine Learning – These are less mathematical and more intuition based.
Link: https://lnkd.in/gz8A_Qkh
3️⃣ Vizuara AI’s Machine Learning Teach by Doing: 35 lectures. Whiteboard + coding approach. I have spent 2 months of hard work and am very proud of these lectures.
Link: https://lnkd.in/gbUDy46Y
Part 3: Deep Learning
1️⃣ Andrej Karpathy’s Zero to Hero Series – Andrej Karpathy, an AI researcher who graduated with a Stanford PhD and led Tesla AI for several years, released an amazing series of hands on lectures on YouTube.
Link: https://lnkd.in/gqdfEnfK
2️⃣ Vizuara AI Neural networks from scratch series: 35 lectures. Whiteboard + coding approach. I have spent 2 months of hard work and am very proud of these lectures.
Link: https://lnkd.in/gRMnQt64
Part 4: Transformers and LLMs
1️⃣ University of Waterloo lectures: This will give you lots of insights into how Transformers work.
Link: https://lnkd.in/gNuVUe7j
2️⃣ Vizuara AI Building Transformers series: One of the best resources to understand transformers from scratch.
Link: https://lnkd.in/gpcZAwgd
3️⃣ ChatGPT Explainer: Wolfram’s YouTube explainer video on ChatGPT is one of the best videos to watch.
Link: https://lnkd.in/gwzh3NZd
4️⃣ Interactive LLM Visualization – This LLM visualization that you can play with in your browser is hands down the best interactive experience with an LLM.
Link: https://bbycroft.net/llm
Hope this is useful!
#ai #machinelearning #datascience #engineering #llm