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

News

Blog 2 years ago
Perspectives on Floating Point
An illuminating perspective on floating point numbers that I haven't seen emphasized before.
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Blog 7 years ago
Understanding the Neural Tangent Kernel
One Hidden Layer Network proof (click to expand)
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Blog 7 years ago
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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Blog 7 years ago
Neural Ordinary Differential Equations and Adversarial Attacks
I experiment with Neural ODEs and touch on parallels between adversarial robustness and equilibria of dynamical systems.
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Blog 8 years ago
Generating Words from Embeddings
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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Blog 8 years ago
Animating Doodles with Autoencoders and Synthetic Data
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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Blog 8 years ago
Exploring Adversarial Reprogramming
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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