Here is a collection of free resources for transitioning to top Machine Learning (ML) roles at companies like Amazon, Apple, Meta, and Netflix. These resources are organized into four parts: Fundamentals, Machine Learning, Deep Learning, and Transformers and Large Language Models (LLMs). 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 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 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 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