Projects in Awesome Lists by csinva

https://github.com/csinva/imodels

Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).

ai artificial-intelligence bayesian-rule-list data-science explainable-ai explainable-ml imodels interpretability machine-learning ml optimal-classification-tree python rule-learning rulefit rules scikit-learn statistics supervised-learning

Last synced: 13 Oct 2024

https://github.com/csinva/csinva.github.io

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

ai artificial-intelligence awesome blog computational-neuroscience data-science deep-learning jekyll-themes machine-learning machine-learning-tutorials ml neuroscience notes python pytorch research slides statistics stats website

Last synced: 28 Sep 2024

https://github.com/csinva/gan-vae-pretrained-pytorch

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

ai cifar cnn convolutional-neural-networks dcgan deep-learning gan gans generative-adversarial-network generative-adversarial-networks machine-learning ml mnist neural-network pretrained pretrained-models python pytorch pytorch-implementation statistics

Last synced: 31 Oct 2024

https://github.com/csinva/gpt-paper-title-generator

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

ai artificial-intelligence deep-learning generative-models gpt-2 machine-learning ml natural-language-processing neural-network nlp-machine-learning tensorflow tensorflow-experiments text-generation title-generation transformer

Last synced: 10 Oct 2024

https://github.com/csinva/hierarchical-dnn-interpretations

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

acd ai artificial-intelligence convolutional-neural-networks data-science deep-learning deep-neural-networks explainability explainable-ai feature-importance iclr interpretability interpretation jupyter-notebook machine-learning ml neural-network python pytorch statistics

Last synced: 31 Oct 2024

https://github.com/csinva/imodelsX

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

ai deep-learning explainability huggingface interpretability language-model machine-learning ml natural-language-processing natural-language-understanding neural-network pytorch scikit-learn text text-classification transformer-models xai

Last synced: 02 Aug 2024

https://github.com/csinva/imodelsx

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

ai deep-learning explainability huggingface interpretability language-model machine-learning ml natural-language-processing natural-language-understanding neural-network pytorch scikit-learn text text-classification transformer-models xai

Last synced: 10 Oct 2024

https://github.com/csinva/iprompt

Finding semantically meaningful and accurate prompts.

ai autoprompt deep-learning explainability explainable-ai interpretability iprompt language-model large-language-models ml natural-language-processing neural-network prompting text text-classification xai

Last synced: 09 Nov 2024

https://github.com/csinva/disentangled-attribution-curves

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

ai artificial-intelligence boosting ensemble-model explainable-ai feature-engineering feature-importance interpretability machine-learning ml python random-forest random-forests scikit-learn statistics stats

Last synced: 22 Oct 2024

https://github.com/csinva/matching-with-gans

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

ai bias causal-inference computer-vision deep-learning disentanglement facial-recognition fairness gan ml neural-network python3 pytorch stylegan2

Last synced: 23 Oct 2024

https://github.com/csinva/data-viz-utils

Functions for easily making publication-quality figures with matplotlib.

big-data data-analysis data-science data-visualization eda legend matplotlib python python3 scatterplot time-series

Last synced: 09 Nov 2024

https://github.com/csinva/mdl-complexity

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

ai artificial-intelligence bias-variance-trade bias-variance-tradeoff complexity double-descent information-theory linear-models linear-regression linear-regression-models machine-learning mdl mean-squared-error minimum-description-length model-selection ridge-regression statistics

Last synced: 23 Oct 2024

https://github.com/csinva/cookiecutter-ml-research

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

ai artificial-intelligence classification data-science machine-learning ml ml-tooling modeling natural-language-processing nlp python regression research statistics tabular-data template

Last synced: 09 Nov 2024

https://github.com/csinva/transformation-importance

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

ai artificial-intelligence attribution data-science deep-learning deep-neural-networks explainability explainable-ai feature-engineering feature-importance frequency-domain interpretability interpretation machine-learning ml neural-network pytorch transform transformation wavelet-analysis

Last synced: 23 Oct 2024

https://github.com/csinva/interpretable-embeddings

Interpretable text embeddings by asking LLMs yes/no questions

ai artificial-intelligence embeddings encoding-models explainability fmri huggingface language-model llm neural-network neuroscience rag retrieval-augmented-generation transformer xai

Last synced: 09 Nov 2024

https://github.com/csinva/iai-clinical-decision-rule

Interpretable clinical decision rules for predicting intra-abdominal injury.

ai artificial-intelligence decision-rules explainable-ai explainable-ml interpretability machine-learning medical medicine ml statistics

Last synced: 23 Oct 2024

https://github.com/csinva/glaucoma-diagnosis

Code for diagnosing glaucoma from Lumos lens

computer glaucoma-diagnosis tensorflow vision

Last synced: 24 Oct 2024

https://github.com/csinva/clinical-rule-analysis

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

algorithmic-bias artificial-intelligence clinical-data clinical-data-warehouse clinical-decision-support deep-learning healthcare-ai healthcare-data huggingface-transformers imodelsx large-language-models machine-learning natural-language-processing openai-api python3 web-scraping

Last synced: 28 Oct 2024

https://github.com/csinva/news-balancer

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.

balance bias conservative django journalism liberal news polarization polarization-data python web-app

Last synced: 28 Oct 2024

https://github.com/csinva/max-activation-interpretation-pytorch

Code for creating maximal activation images (like Deep Dream) in pytorch with various regularizations / losses.

deep-dream deep-learning interpretability maximal-activation neural-network optimization pytorch regularization total-variation visualization-tools

Last synced: 28 Oct 2024

https://github.com/csinva/dnn-ensemble

Testing the properties of ensembled neural networks.

ai deep-learning ml neural-network stability uncertainty

Last synced: 28 Oct 2024

https://github.com/csinva/tree-prompt-experiments

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

Last synced: 28 Oct 2024

https://github.com/csinva/imodels-data

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

ai classification data data-science dataset explainability imodels interpretability machine-learning ml rule-based xai

Last synced: 28 Oct 2024

https://github.com/csinva/trees-to-networks

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

artificial-intelligence classification decision-tree decision-tree-classifier deep-learning machine-learning machinelearning neural-network neural-networks paper-implementations python pytorch random-forest scikit-learn statistics

Last synced: 28 Oct 2024

https://github.com/csinva/acronym-generator

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

acronym generator javascript text website

Last synced: 28 Oct 2024

https://github.com/csinva/local-vae

Making locally disentangled vaes.

disentanglement neural-network pytorch vae

Last synced: 28 Oct 2024

https://github.com/csinva/abide-multitask-learning

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

abide connectome graphical-models

Last synced: 28 Oct 2024

https://github.com/csinva/pyfim-clone

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

Last synced: 28 Oct 2024

https://github.com/csinva/neural-spike-sorting

Experimental code for performing spike sorting using a neural network.

calcium-imaging convolutional-neural-networks

Last synced: 28 Oct 2024

https://github.com/csinva/tpr-fmri

Last synced: 28 Oct 2024

https://github.com/csinva/dnn-experiments

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

ai artificial-intelligence cifar computer-vision deep-learning machine-learning ml mnist neural-network polynomial python pytorch sparse-coding statistics theory

Last synced: 28 Oct 2024

https://github.com/csinva/news-title-bias

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

bias natural-language-processing news politics python scraper

Last synced: 28 Oct 2024

https://github.com/csinva/neuronforest-analysis-scripts

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

Last synced: 28 Oct 2024

https://github.com/csinva/imodels-playground

Demos for visualizing how rule-based models work.

ai data-science imodels interpretability machine-learning rules xai

Last synced: 28 Oct 2024

https://github.com/csinva/mouse-brain-decoding

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

ai artificial-intelligence calcium-imaging computer-vision decoding gan machine-learning ml neural-network neuroscience python pytorch vision

Last synced: 28 Oct 2024

https://github.com/csinva/hummingbird-tracking

Code for tracking various things in hummingbird video

computer-vision hummingbird-tracking hummingbird-videos opencv-python optical-flow optical-flow-guided-feature python python3 tracking video

Last synced: 28 Oct 2024

https://github.com/csinva/stable-interpretation

Exploring ways to extract stable interpretations from neural networks.

Last synced: 28 Oct 2024

https://github.com/csinva/scattering-transform-experiments

Repository for experiments with scattering transforms

ai convolutional-neural-networks deep-learning geometric-deep-learning machine-learning ml scale scattering-transform statistics

Last synced: 28 Oct 2024

https://github.com/csinva/csinva

readme

Last synced: 28 Oct 2024

https://github.com/csinva/global-sports-analysis

Analyzing how different factors influence global sports rankings

data-visualization plotly python sports-data sports-stats

Last synced: 28 Oct 2024

https://github.com/csinva/axon-ap-propagation

Code for simulations of action potential propagation

action-potential axon neuron-simulations neuroscience simulation

Last synced: 28 Oct 2024

https://github.com/csinva/mini-games

Code for simple games made in java + google sheets.

games google-sheets google-sheets-api java java-awt java-awt-swing mini-games python3

Last synced: 28 Oct 2024

https://github.com/csinva/wiki-downloader

Take over the world and other assorted things

Last synced: 28 Oct 2024

https://github.com/csinva/nano-descriptions

Algorithms for machine-learning analysis and descriptions of nanomaterials

ai ml nano python pytorch texture

Last synced: 28 Oct 2024

https://github.com/csinva/3d-rush-hour

3D implementation of NxNxN rush hour

Last synced: 28 Oct 2024

https://github.com/csinva/total-variation-abide

Experiments with using total variation regularization on the ABIDE fmri dataset.

abide-data fmri fmri-data-analysis statistics total-variation

Last synced: 28 Oct 2024

https://github.com/csinva/alt-lm-gpt

Last synced: 28 Oct 2024