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autots

Automation for time series

batteries

Helpers for pytorch.

datasets

A collection of datasets with download and preprocessing methods.

dotfiles

examples

Examples on the use of covid19db database

generalised-signature-method

Code for: "A Generalised Signature Method for Time Series"

memcnn

PyTorch Framework for Developing Memory Efficient Deep Invertible Networks

neuralrdes

Code for: "Neural Rough Differential Equations for Long Time Series", (ICML 2021)

omni

Everywhere helper functions

online-neural-cdes

Code for: "Neural Controlled Differential Equations for Online Prediction Tasks"

physionet_sepsis_challenge_2019

Code for our submission to the Physionet 2019 "Early Detection of Sepsis from Clinical Data" challenge.

pubtator

Simple API for downloading annotated pubtator abstracts and converting into a more usable format.

punctuation

Predicting authors from their punctuation marks using signatures.

pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

rst-cheatsheet

A two-page cheatsheet for restructured text

sacredex

Sacred experiment builders for use with mongodb

scripts

Scripts for doing things with bash.

sepsis_competition_physionet_2019

Code (rewritten) for our winning submission to the sepsis physionet 2019 challenge. Team name: Can I get your signature?

signatory

Differentiable computations of the signature and logsignature transforms, on both CPU and GPU.

sktime

A unified framework for machine learning with time series

torchcde

Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.

torchdiffeq

Differentiable ODE solvers with full GPU support and O(1)-memory backpropagation.

vironix_esgi

Some code for the work from the Vironix Vermont ESGI.