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adversarial

Experiments with adversarial examples

adversarial-defenses-talk

Final project presentation and report for CMPS 290C: Advanced Topics in Machine Learning

algorithms-practice

Implementations of a few Algorithms and Data Structures in various languages

autoencoder-clustering

Replication of "Auto-encoder Based Data Clustering" Song et al

c-http-server

A simple HTTP server in C, for educational purposes.

capsnet-adversarial

Capsule networks can defend against adversarial attacks using reconstruction error

cartpole-algs

Solving the CartPole environment using random search and evolution strategies. Also implemented deep Q-learning

cifar10-airbench

94% on CIFAR-10 in 3.29 seconds 💨

cifar10-isolated-rng

CIFAR-10 training script with separate seeds for model initialization, data ordering, and data augmentation

cifar10-loader

Fast and easy to use CIFAR-10 dataloader

cifar10-zoo

development area for cifar10 tech

clean-cifar10-airbench

Variant of cifar10-airbench which removes several tricks. Ideal for research

coding-problems

congress-data

Explore congressional bill data

coursera-meteorjs

Repository for projects completed during Coursera Introduction to MeteorJS course.

cs231n

Completed assignments for Stanford CS231n: Convolutional Neural Networks for Visual Recognition, Spring 2017

dota2-drafter

PHP/HTML program that suggests hero picks based on data scraped from dotabuff.com and input picked heroes

dr-miniproject

Dimensionality Reduction Miniproject for CMPS 290C: Advanced Topics in Machine Learning

efficient-password-generator

Javascript program which generates passwords that are a balance of secure and quick to type.

elastic-airbench

exponentiated-gradient-pytorch

EG plus/minus optimizer implemented in PyTorch

fall-17-scml-competition

(Winning submission to) SCML Fall 2017 Competition: Can machines learn how the mouse sees?

ffcv

FFCV: Fast Forward Computer Vision (and other ML workloads!)

ffcv-cifar

Train a large number of CIFAR-10 models using FFCV

ffcv-imagenet

Train ImageNet *fast* in 500 lines of code with FFCV -- forked for training only Resnet18s

figures

storage space for large figures (gifs, etc) probably not how you are supposed to use github

flash-attention

Fast and memory-efficient exact attention

git-re-basin

Code release for "Git Re-Basin: Merging Models modulo Permutation Symmetries"

gpt-sandbox

hlb-cifar10

Train to 94% on CIFAR-10 in 4.4 seconds on a single A100