Resources here for building a nice ML foundation. All these resources here are free.

Part 1: Fundamentals

1️⃣ Linear Algebra – Blue1Brown's playlist on YouTube is the most engaging Linear Algebra lnkd.in/gJMe89Hz: lnkd.in/gJMe89Hz

2️⃣ Multivariable Calculus – Khan Academy's Multivariable Calculus lessons are an amazing refresher. Link: lnkd.in/gdkzPvpj

3️⃣ Statistics and Probability – Please watch the Youtube playlist by the channel StatsQuest. Unique style and awesome lnkd.in/gxRgRw_A: 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: lnkd.in/gtPxYRjC

lnkd.in/gtPxYRjC Caltech Machine Learning – These are less mathematical and more intuition lnkd.in/gtPxYRjC: lnkd.in/gtPxYRjC

lnkd.in/gtPxYRjC 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 lnkd.in/gtPxYRjC: lnkd.in/gtPxYRjC

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: lnkd.in/gqdfEnfK

lnkd.in/gqdfEnfK 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 lnkd.in/gqdfEnfK: lnkd.in/gqdfEnfK

Part 4: Transformers and LLMs

1️⃣ University of Waterloo lectures: This will give you lots of insights into how Transformers work. Link: lnkd.in/gNuVUe7j

lnkd.in/gNuVUe7j Vizuara AI Building Transformers series: One of the best resources to understand transformers from scratch. Link: lnkd.in/gNuVUe7j

lnkd.in/gNuVUe7j ChatGPT Explainer: Wolfram's YouTube explainer video on ChatGPT is one of the best videos to lnkd.in/gNuVUe7j: lnkd.in/gNuVUe7j

lnkd.in/gNuVUe7j Interactive LLM Visualization – This LLM visualization that you can play with in your browser is hands down the best interactive experience with an lnkd.in/gNuVUe7j: lnkd.in/gNuVUe7j

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