Discover csinva/max-activation-interpretation-pytorch Open Source

Slides, paper notes, class notes, blog posts, and research on ML 📉, statistics 📊, and AI 🤖.

1,369

csinva.github.io

Scikit-learn friendly library to interpret, and prompt-engineer text datasets using large language models.

507

imodelsX

Pretrained GANs + VAEs + classifiers for MNIST/CIFAR in pytorch.

158

gan-vae-pretrained-pytorch

Generating paper titles (and more!) with GPT trained on data scraped from arXiv.

155

gpt-paper-title-generator

Using / reproducing ACD from the paper "Hierarchical interpretations for neural network predictions" 🧠 (ICLR 2019)

143

hierarchical-dnn-interpretations

Finding semantically meaningful and accurate prompts.

124

iprompt

Tree prompting: easy-to-use scikit-learn interface for improved prompting.

tree-prompt

Using / reproducing DAC from the paper "Disentangled Attribution Curves for Interpreting Random Forests and Boosted Trees"

disentangled-attribution-curves

Matching in GAN latent space for better bias benchmarking and semantic image editing. 👶🏻🧒🏾👩🏼‍🦰👱🏽‍♂️👴🏾

matching-with-gans

Functions for easily making publication-quality figures with matplotlib.

data-viz-utils

MDL Complexity computations and experiments from the paper "Revisiting complexity and the bias-variance tradeoff".

mdl-complexity

Interpretable text embeddings by asking LLMs yes/no questions

interpretable-embeddings

Using / reproducing TRIM from the paper "Transformation Importance with Applications to Cosmology" 🌌 (ICLR Workshop 2020)

transformation-importance

Interpretable clinical decision rules for predicting intra-abdominal injury.

iai-clinical-decision-rule

A logical, reasonably standardized, but flexible project structure for conducting ml research.

cookiecutter-ml-research

Code for diagnosing glaucoma from Lumos lens

glaucoma-diagnosis

Analyzing clinical decision instruments through the lens of data and large language models.

clinical-rule-analysis

Create a tree of prompts during training that improves efficiency and accuracy.

tree-prompt-experiments

Testing the properties of ensembled neural networks.

dnn-ensemble

News Balancer takes a story and provides articles on that story with credibility and varying political bias. The homepage will randomly generate a story from its archives, but a user can type in a query to get stories relating to their query along with their credibility / political bias.

news-balancer

tpr-fmri

Multi-task learning of functional connectivity on the ABIDE dataset.

abide-multitask-learning

Making locally disentangled vaes.

local-vae

Experimental code for performing spike sorting using a neural network.

neural-spike-sorting

Bridging random forests and deep neural networks. Partial implementation of "Neural Random Forests" https://arxiv.org/abs/1604.07143

trees-to-networks

Generator acronyms given a sequence of words (useful for making paper titles).

acronym-generator

Demos for visualizing how rule-based models work.

imodels-playground

TypeScript

hummingbird-tracking

Code for tracking various things in hummingbird video

Python scripts to replace Matlab for evaluation of error in connectome images and affinity graphs.

neuronforest-analysis-scripts

Clone of pyfim making it installable as a dependency. Copied from http://www.borgelt.net/pyfim.html

pyfim-clone

scattering-transform-experiments

Repository for experiments with scattering transforms

Preprocessed data for various popular tabular datasets to go along with imodels.

imodels-data

Decoding images from calcium recordings using data from stringer et al. 2018.

mouse-brain-decoding

Exploring ways to extract stable interpretations from neural networks.

stable-interpretation

A set of scripts and experiments making it easier to analyze deep learning empirically.

dnn-experiments

Extension for copying the title + url of an arXiv page via right click

arxiv-copier

JavaScript

news-title-bias

Scraping and analyzing political bias in news titles using data from allsides.com

Code for simulations of action potential propagation

axon-ap-propagation

AMPL

younet

Learning natural language models based on personalized messages.

Code for simple games made in java + google sheets.

mini-games

Java

global-sports-analysis

Analyzing how different factors influence global sports rankings

Fork of pybaobabdt adding more customization.

pybaobab-fork