StatMixedML

XGBoostLSS

An extension of XGBoost to probabilistic modelling

LightGBMLSS

An extension of LightGBM to probabilistic modelling

CatBoostLSS

An extension of CatBoost to probabilistic modelling

Hyper-Trees

Forecasting with Hyper-Trees

ConvTS-Mixer

Time Series Extension of "Patches Are All You Need"

causalai

Salesforce CausalAI Library: A Fast and Scalable framework for Causal Analysis of Time Series and Tabular Data

ForecastPFN

StatMixedML

Lightgbm-monotone-quantile

Multiple quantiles estimation model maintaining non-crossing condition or monotone quantioe condition using Lightgbm

pytorch-tsmixer

A pip-installable PyTorch implementation of TSMixer, providing an easy-to-use and efficient solution for time-series forecasting.

SimMTM

About Code release for "SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling" (NeurIPS 2023 Spotlight), https://arxiv.org/abs/2302.00861

SimTS_Representation_Learning

spacetime

Code for SpaceTime 🌌⏱️. Proposed in Effectively Modeling Time Series with Simple Discrete State Spaces, ICLR 2023.

Time-Series-Library

A Library for Advanced Deep Time Series Models.

CoInception

Cross-Reconstruction-Transformer

The official implementation for our TNNLS paper "Self-Supervised Time Series Representation Learning via Cross Reconstruction Transformer".

DeepSpeed

DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.

Dish-TS

Time Series Forecasting, Distribution Shift

github-pages-deploy-action

🚀 Automatically deploy your project to GitHub Pages using GitHub Actions. This action can be configured to push your production-ready code into any branch you'd like.

Hierarchical_Survival_Analysis

LLM4TS

Large Language Models for Time Series.

ngboost

Natural Gradient Boosting for Probabilistic Prediction

normalizing_flows

PyTorch implementation of normalizing flow models

pyro

Deep universal probabilistic programming with Python and PyTorch

SurvTRACE

SurvTRACE: Transformers for Survival Analysis with Competing Events

TDSTF

temporian

Temporian is an open-source Python library for preprocessing ⚡ and feature engineering 🛠 temporal data 📈 for machine learning applications 🤖

torchsurv

Deep survival analysis made easy

tsfm

Foundation Models for Time Series

tuning_playbook

A playbook for systematically maximizing the performance of deep learning models.