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Krithik Dutta
Automation · Analytics · AI
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Blogs

How Computer CPUs Work, in Depth

Lexi Mattick & Hack Club

Large language models, explained with a minimum of math and jargon

Timothy B. Lee and Sean Trott

On the Biology of a Large Language Model

Blog Post by the Transformer Circuits Team

Books

Bayesian Reasoning and Machine Learning

David Barber

Capital In the Twenty-First Century

Thomas Piketty

Causal Inference: The Mixtape

Scott Cunningham

Deep Learning Book

Ian Goodfellow and Yoshua Bengio and Aaron Courville

Elephants And Cheetahs: The Beauty of Operations

Saral Mukherjee

Manufacturing Consent: The Political Economy of the Mass Media

Edward S. Herman and Noam Chomsky

Surrogates

Gaussian Process Modeling, Design, and Optimization for the Applied Sciences by Robert B. Gramacy

The Book of Why

Dana Mackenzie and Judea Pearl

The Effect

Nick Huntington-Klein

The Policy Paradox

Deborah Stone

Papers

Attention is all you need

Transformers paper by Vaswani et al.

LeJEPA: Provable and Scalable Self-Supervised Learning Without the Heuristics

Paper by LeCun et al. on new self-supervised learning method

Nested Learning: The Illusion of Deep Learning Architectures

Paper by Behrouz et al. on Nested Learning

Podcasts & YouTube

3Blue1Brown - YouTube Channel

Mathematics visualized

Cleo Abram - YouTube Channel

Tech Journalism

Dwarkesh Patel - YouTube Channel

Deeply researched interviews

Optimization4All - YouTube Channel

Operations Research and Optimization Community

Websites

WTF Visualizations

Visualizations that make no sense.

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