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Free Resources to Upskill For Machine Learning Roles From FAANG ML Engineer
Free Resources to Upskill For Machine Learning Roles From FAANG ML Engineer - Flow Card Image

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

Categories : Machine Learning

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