valeman's repositories
awesome-conformal-prediction
A professionally curated list of awesome Conformal Prediction videos, tutorials, books, papers, PhD and MSc theses, articles and open-source libraries.
Transformers_Are_What_You_Dont_Need
The best repository showing why transformers don’t work in time series forecasting and showcasing the best SOTA non transformer models.
Awesome_CatBoost
The repository to showcase the best framework for tabular data - the Awesome CatBoost
chronos-forecasting
Chronos: Pretrained (Language) Models for Probabilistic Time Series Forecasting
TimeMachine
TimeMachine: A Time Series is Worth 4 Mambas for Long-term Forecasting
aps-va-calibration
An attempt to improve APS conformal prediction method for multi-class problem by using VennABERS calibrators on the pre-trained model.
carlmcbrideellis_cp-talk
Talks and presentations
clover
Conformal Locally Valid interval-Estimates for Regression
Conformal_Prediction_MicheLutz
This projects contains different conformal methods and approaches. Includes code generated for a experimental evaluation of a multidimensional, low-sample size biomedical dataset of oncological subjects.
CopulaCPTS
Code for Copula conformal prediction paper (ICLR 2024)
CounterfacTS
Tool for Probing the Robustness of Time-series Forecasting Models
Empowering-Time-Series-Analysis-with-LLM
Official website for "Empowering Time Series Analysis with Large Language Models: A Survey"
finegrained-conformal-paper
This repository contains the code the reproduce the numerical results in Not all distributional shifts are equal: Fine-grained robust conformal inference.
FITS
FITS: Frequency Interpolation Time Series Analysis Baseline
GRANDE
GRANDE: Gradient-Based Decision Tree Ensembles
GTT
Codebase for General Time Transformer - Only the Curve Shape Matters: Training Foundation Models for Zero-Shot Multivariate Time Series Forecasting through Next Curve Shape Prediction
hfs
Optimal forecast reconciliation with time series selection
linearmodels
Additional linear models including instrumental variable and panel data models that are missing from statsmodels.
LLaTA
An official implementation of "Taming Pre-trained Language Models for Generalized Time Series Forecasting through Cross-modal Knowledge Distillation"
MambaStock
MambaStock: Selective state space model for stock prediction
ml-engineering
Machine Learning Engineering Open Book
mothernet
Mothernet: A Foundational Hypernetwork for Tabular Classification
MultiDimSPCI
Official implementation of "Conformal prediction for multi-dimensional time series by ellipsoidal sets"
S-D-Mamba
Code for "Is Mamba Effective for Time Series Forecasting?"
Sentinel2TS
Data and code for pre-processed Sentinel-2 time series
uni2ts
Unified Training of Universal Time Series Forecasting Transformers