JimengShi
Research: development & application of machine learning algorithms.
Ph.D. Student in CS at Florida International UniversityU.S.
Pinned Repositories
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.
Credit-Card-Number-Recognition
A computer vision project about number recognition of credit card is achieved by OpenCV.
Data-Augmentation-by-Image-Transforms
A summary of image transformations is done with Pytorch, which implements data augmentation to improve generalization ability.
Deep-Learning-Models
A collection of various deep learning architectures, models, and tips. It includes both Pytorch version and Tensorflow version.
DL-WaLeF
FIDLAR
JimengShi.github.io
My Github Blog!
Leetcode-Data-Structures-Algorithms
A repository consists of the solutions of leetcode problems, basic theoretical knowledge of data structures and algorithms.
Machine-Learning-Algorithms
Share some notes and codes summarized by myself! The features of these notes are refined, organized and easy-understand!
Time-Series-Forecasting-Deep-Learning
Apply different deep learning models for time series forecasting and compare their corresponding performance.
JimengShi's Repositories
JimengShi/Leetcode-Data-Structures-Algorithms
A repository consists of the solutions of leetcode problems, basic theoretical knowledge of data structures and algorithms.
JimengShi/Machine-Learning-Algorithms
Share some notes and codes summarized by myself! The features of these notes are refined, organized and easy-understand!
JimengShi/Credit-Card-Number-Recognition
A computer vision project about number recognition of credit card is achieved by OpenCV.
JimengShi/Deep-Learning-Models
A collection of various deep learning architectures, models, and tips. It includes both Pytorch version and Tensorflow version.
JimengShi/Time-Series-Forecasting-Deep-Learning
Apply different deep learning models for time series forecasting and compare their corresponding performance.
JimengShi/FIDLAR
JimengShi/JimengShi.github.io
My Github Blog!
JimengShi/DL-WaLeF
JimengShi/License-Plate-Recognition-Using-OpenCV
This is a project that detects Chinese license plate using OpenCV and Python.
JimengShi/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.
JimengShi/deep-learning-time-series
List of papers, code and experiments using deep learning for time series forecasting
JimengShi/FloodGTN_Prediction
This is official codes for the paper "Graph Transformer Network for Flood Forecasting with Heterogeneous Covariates".
JimengShi/Object-Detection-Using-YOLOv4
A project that detects cardboard and paper using YOLOv4 with Google drive. mAP is 98.36% on the condition of IoU = 0.5
JimengShi/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code
500 AI Machine learning Deep learning Computer vision NLP Projects with code
JimengShi/Awesome-Foundation-Models-for-Weather-and-Climate
A comprehesive survey about foundation models for weather and cliamte data understanding.
JimengShi/Awesome-TimeSeries-SpatioTemporal-Diffusion-Model
A list of current Diffusion Model for Time Series and SpatioTemporal Data with awesome resources (paper, application, review, survey, etc.).
JimengShi/CA-TCC
Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification
JimengShi/Codes-for-Statistics-Learning-Method
Codes for《Statistics Learning Method》《统计学习方法》of Professor Hang Li.
JimengShi/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.
JimengShi/JimengShi
JimengShi/MEDIUM_NoteBook
Repository containing notebooks of my posts on Medium
JimengShi/Project-age-estimation-pytorch
PyTorch-based CNN implementation for estimating age from face images
JimengShi/Raindrop
Graph Neural Networks for Irregular Time Series
JimengShi/SemiTime
SemiTime (ICASSP2021)
JimengShi/spacetimeformer
Multivariate Time Series Forecasting with efficient Transformers. Code for the paper "Long-Range Transformers for Dynamic Spatiotemporal Forecasting."
JimengShi/STGNN-for-Covid-in-Korea
Spatio-temporal graph neural network for predicting COVID-19 new cases in Korea.
JimengShi/T-GCN
Temporal Graph Convolutional Network for Urban Traffic Flow Prediction Method
JimengShi/t81_558_deep_learning
Washington University (in St. Louis) Course T81-558: Applications of Deep Neural Networks
JimengShi/tcan-tensorflow
TensorFlow implementation of TCAN model for multivariate time series forecasting with sparse attention mechanisms.
JimengShi/time-series-transformers-review
A professionally curated list of awesome resources (paper, code, data, etc.) on transformers in time series.