cavaunpeu/automatic-differentiation

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Created about 9 years ago
Updated about 9 years ago

cavaunpeu/automatic-differentiation

cavaunpeu

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Custom loss functions via automatic differentation

statistical-rethinking

Solutions for the practice problems

flight-delays

Transfer learning for flight-delay prediction via variational autoencoders in Keras

Jupyter Notebook

gaussian-processes

A thorough, straightforward, un-intimidating introduction to Gaussian processes in NumPy.

Jupyter Notebook

solsim

The Solana complex systems simulator.

random-effects-neural-networks

Random effects neural networks with Edward and Keras

Jupyter Notebook

neurally-embedded-emojis

Convolutional variational autoencoders and text-question, emoji-answer models

Jupyter Notebook

dotify

A web application that recommends songs via "country arithmetic" and hand-rolled Implicit Matrix Factorization

Jupyter Notebook

vanilla-neural-nets

A straightforward and highly readable implementation of vanilla neural nets

willwolf.io-source

Source code for my blog

Jupyter Notebook

mcts-llm-codegen

A Python reimplementation of "Planning with Large Language Models for Code Generation" (https://arxiv.org/abs/2303.05510)

statistics-all-along

An introductory talk on the statistical underpinnings of common "machine learning" models

rescue-time-estimation

Bayesian estimation of a typical week with RescueTime

solana-economics

A Streamlit app for simulating Solana validator economics

bayesian-inference-simulated-annealing

A Shiny app to visualize simple Bayesian inference via Simulated Annealing MCMC

markdown-insert-screenshot

A lightweight Atom plugin for saving an interactive screen capture to a relative file destination

countryrecommender

Countries you might like via Jaccard similarity

ordered-categorical-glm

Inference on ordered categorical data via ordered categorical GLM's

simsim

A (sim)ple (sim)ulation framework in Rust

boltzmann-machines

A thorough introduction to Boltzmann machines

Jupyter Notebook

cavaunpeu.github.io

radical-markets-reading

Reading list for Glen Weyl's Radical Markets (Princeton University, ECON406)

anchor-escrow-program

A toy implementation of a Solana escrow program in Anchor and React.

exact-inference

Implementations of exact inference algorithms on graphical models

Jupyter Notebook

kaggle-tfi

code for Kaggle's TFI Restaurant Revenue Prediction competition

rust_cad

A port of cadcad-ri to Rust