ehudbaumatz

jax

Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more

shap

A game theoretic approach to explain the output of any machine learning model.

unilm

Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities

scalene

Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals

pycaret

An open-source, low-code machine learning library in Python

imbalanced-learn

A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning

x-transformers

A simple but complete full-attention transformer with a set of promising experimental features from various papers

deepchecks

Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling to thoroughly test your data and models from research to production.

SimCSE

[EMNLP 2021] SimCSE: Simple Contrastive Learning of Sentence Embeddings https://arxiv.org/abs/2104.08821

texthero

Text preprocessing, representation and visualization from zero to hero.

mimic-code

MIMIC Code Repository: Code shared by the research community for the MIMIC family of databases

flow-forecast

Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).

tigramite

Tigramite is a python package for causal inference with a focus on time series data. The Tigramite documentation is at

pytorch-ts

PyTorch based Probabilistic Time Series forecasting framework based on GluonTS backend

arxiv-sanity-lite

arxiv-sanity lite: tag arxiv papers of interest get recommendations of similar papers in a nice UI using SVMs over tfidf feature vectors based on paper abstracts.

data-centric-ai

Resources for Data Centric AI

PURE

[NAACL 2021] A Frustratingly Easy Approach for Entity and Relation Extraction https://arxiv.org/abs/2010.12812

Multimodal-Transformer

[ACL'19] [PyTorch] Multimodal Transformer

Multimodal-Toolkit

Multimodal model for text and tabular data with HuggingFace transformers as building block for text data

pecos

PECOS - Prediction for Enormous and Correlated Spaces

rebel

REBEL is a seq2seq model that simplifies Relation Extraction (EMNLP 2021).

sematch

semantic similarity framework for knowledge graph

Satellite-Imagery-Datasets-Containing-Ships

A list of radar and optical satellite datasets for ship detection, classification, semantic segmentation and instance segmentation tasks.

Multivariate-Time-Series-Imputation-with-Generative-Adversarial-Networks

NIPS2018 paper

Video-to-Retail-Platform

An intelligent multimodal-learning based system for video, product and ads analysis. Based on the system, people can build a lot of downstream applications such as product recommendation, video retrieval, etc.

machine-learning-with-ontologies

Self-Tuning

Code release for "Self-Tuning for Data-Efficient Deep Learning" (ICML 2021)

X-BERT

X-BERT: eXtreme Multi-label Text Classification with BERT

table-transformer

CVPR 2022: Table Structure Recognition

ChatGPT-API

Implements ChatGPT API via request package.