Sktime integration with deep learning backends - pytorch and huggingface
Contributor: Armaghan
Sktime provides a user-friendly interface for a range of forecasting algorithms and time-series functionalities. To enhance its capabilities further,...
Data
sktime
A unified framework for ML with time series
Technologies
githubPythonscikit-learnsphinx
Topics
artificial intelligencedatamachine learningtime seriestoolbox frameworks
- Total projects
- 8
- Years participating
- 2
- Most recent
- 2024
Participation history
Historical projects
Adding Support for Categorical Features
Contributor: Abhay Lejith
sktime in its current state does not support categorical variables in input data and this has been an often requested feature from its users. This...
Scaling backends, foundation models, PyTorch, darts and pytorch-forecasting with sktime.
Contributor: fnhirwa
With Sktime’s goal of unifying machine learning with time series, I intend to contribute to that mission with the project titled “Scaling backends,...
Scaling Backends : Polars, Hugging Face and Foundation Models
Contributor: Pranav Prajapati
The idea behind this project is to integrate data backends like Polars and deep learning foundation models from libraries like Hugging-Face and...
Deep Learning Forecasters with Global Forecasting API
Contributor: XinyuWu
This project enables global forecasting in sktime. 1. design and implement global forecasting API in sktime. 2. add pytorch-forecasting models with...
Expanding sktime’s Annotation Capabilities
Contributor: Mirae P
Real world time series data is not i.i.d, and in fact understanding how the generating distribution shifts over time is part of what makes working...
Deep Learning for Time Series
Contributor: Shivansh Subramanian
The M-Competitions are a series of open competitions to evaluate forecasting methods for time-series data. The most recent competition in this...
Anomaly detection in high-dimensional data
Contributor: Katie Buchhorn
This project will focus on broadening the suite of anomaly detection techniques within sktime. Specifically, it will focus on the incorporation of...