EigenTales

Explorations and expositions in
math, physics, and computer science.

Blog Projects About

Perspectives on Floating Point

An illuminating perspective on floating point numbers that I haven't seen emphasized before.

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Understanding the Neural Tangent Kernel

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My attempt at distilling the ideas behind the neural tangent kernel that is making waves in recent theoretical deep learning research.

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Visualizing Tensor Operations with Factor Graphs

The factor graph is a beautiful tool for visualizating complex matrix operations and understanding tensor networks, as well as proving seemingly complicated properties through simple visual proofs.

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Neural Ordinary Differential Equations and Adversarial Attacks

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I experiment with Neural ODEs and touch on parallels between adversarial robustness and equilibria of dynamical systems.

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Generating Words from Embeddings

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I train a character level decoder RNN to generate words, conditioned on a word embedding which represents the meaning of the word.

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Animating Doodles with Autoencoders and Synthetic Data

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I train autoencoders to identify components of doodles using a synthetic dataset, and use them to create nifty animations by interpolating in latent space.

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Exploring Adversarial Reprogramming

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Google brain recently published a paper titled Adversarial Reprogramming of Neural Networks which caught my attention. I explore the ideas of the paper and perform some of my own experiments in this post.

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