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Jimeng Shi's Projects

ca-tcc icon ca-tcc

Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification

credit-card-fraud-detection icon credit-card-fraud-detection

A project is built to predict that user's current transaction record is normal or abnormal based on previous transaction records.

deep-learning-models icon deep-learning-models

A collection of various deep learning architectures, models, and tips. It includes both Pytorch version and Tensorflow version.

dl-4-tsc icon dl-4-tsc

Deep Learning for Time Series Classification

floodgtn_prediction icon floodgtn_prediction

This is official codes for the paper "Graph Transformer Network for Flood Forecasting with Heterogeneous Covariates".

getting-things-done-with-pytorch icon getting-things-done-with-pytorch

Jupyter Notebook tutorials on solving real-world problems with Machine Learning & Deep Learning using PyTorch. Topics: Face detection with Detectron 2, Time Series anomaly detection with LSTM Autoencoders, Object Detection with YOLO v5, Build your first Neural Network, Time Series forecasting for Coronavirus daily cases, Sentiment Analysis with BERT.

machine-learning-algorithms icon machine-learning-algorithms

Share some notes and codes summarized by myself! The features of these notes are refined, organized and easy-understand!

nlp-tutorial icon nlp-tutorial

Natural Language Processing Tutorial for Deep Learning Researchers

pararcnn-time-series-forecasting icon pararcnn-time-series-forecasting

Official codes for "Explainable Parallel RCNN with Novel Feature Representation for Time Series Forecasting" accepted by AALTD workshop at ECML-PKDD 2023.

raindrop icon raindrop

Graph Neural Networks for Irregular Time Series

spacetimeformer icon spacetimeformer

Multivariate Time Series Forecasting with efficient Transformers. Code for the paper "Long-Range Transformers for Dynamic Spatiotemporal Forecasting."

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