Kai He's starred repositories

pixel-level-contrastive-learning

Implementation of Pixel-level Contrastive Learning, proposed in the paper "Propagate Yourself", in Pytorch

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ContrastiveLearningHAR

Contrastive Learning (SimCLR) for Human Activity Recognition

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Time-Series-Library

A Library for Advanced Deep Time Series Models.

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ml4ht_data_source

Multimodal data loader compatible with pytorch and tensorflow

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DeepSQA

DeepSQA repo for the paper "DeepSQA: Understanding Sensor Data via Question Answering"

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wearable-infection

Real-time detection of infection diseases using wearables

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hrv-covid19

COVID-19 and Wearables Open Data Research

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lightly

A python library for self-supervised learning on images.

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Kats

Kats, a kit to analyze time series data, a lightweight, easy-to-use, generalizable, and extendable framework to perform time series analysis, from understanding the key statistics and characteristics, detecting change points and anomalies, to forecasting future trends.

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LLaVA-Med

Large Language-and-Vision Assistant for Biomedicine, built towards multimodal GPT-4 level capabilities.

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time_series_augmentation

An example of time series augmentation methods with Keras

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tsai

Time series Timeseries Deep Learning Machine Learning Python Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai

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dl-4-tsc

Deep Learning for Time Series Classification

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COMET

[Neurips 2023] A Hierarchical Contrastive Framework for Medical Time-Series

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Contrastive-Learning-in-Medical-Time-Series-Survey

A Systematic Review: Self-Supervised Contrastive Learning for Medical Time Series

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UnsupervisedScalableRepresentationLearningTimeSeries

Unsupervised Scalable Representation Learning for Multivariate Time Series: Experiments

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Time-series-Metric-Learning

Metric Learning applied to a Multivariate Time Series Classification problem in Pytorch

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pynhanes

Python parser and scraper for NHANES

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ssl-wearables

Self-supervised learning for wearables using the UK-Biobank (>700,000 person-days)

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Step2heart

🏋️ Extract generalizable physiological representations from sensor time-series data with self-supervision (code for CHIL 2021, NeurIPS-W 2020 papers)

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LAAD

Uses LSTM-based autoencoders to detect abnormal resting heart rate during the coronavirus (SARS-CoV-2) infectious period using the wearables data.

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AnomalyDetect

Detects anomalous resting heart rate from smartwatch data.

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