csinva
Senior researcher @Microsoft interpreting ML models in science and medicine. PhD from UC Berkeley.
Senior researcherMicrosoft research
Pinned Repositories
csinva.github.io
Slides, paper notes, class notes, blog posts, and research on ML 📉, statistics 📊, and AI 🤖.
gan-vae-pretrained-pytorch
Pretrained GANs + VAEs + classifiers for MNIST/CIFAR in pytorch.
gpt-paper-title-generator
Generating paper titles (and more!) with GPT trained on data scraped from arXiv.
hierarchical-dnn-interpretations
Using / reproducing ACD from the paper "Hierarchical interpretations for neural network predictions" 🧠 (ICLR 2019)
imodels
Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).
imodelsX
Scikit-learn friendly library to interpret, and prompt-engineer text datasets using large language models.
iprompt
Finding semantically meaningful and accurate prompts.
tree-prompt
Tree prompting: easy-to-use scikit-learn interface for improved prompting.
deep-explanation-penalization
Code for using CDEP from the paper "Interpretations are useful: penalizing explanations to align neural networks with prior knowledge" https://arxiv.org/abs/1909.13584
covid19-severity-prediction
Extensive and accessible COVID-19 data + forecasting for counties and hospitals. 📈
csinva's Repositories
csinva/neuronforest-analysis-scripts
Python scripts to replace Matlab for evaluation of error in connectome images and affinity graphs.
csinva/picture-world
Make a base for google images to be rendered
csinva/wiki-downloader
Take over the world and other assorted things