Jimeng Shi's Projects
500 AI Machine learning Deep learning Computer vision NLP Projects with code
A comprehesive survey about foundation models for weather and cliamte data understanding.
A list of current Diffusion Model for Time Series and SpatioTemporal Data with awesome resources (paper, application, review, survey, etc.).
Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification
An image classification model of RMB (1¥, 100¥) using Pytorch. A couple of real life data have been tested with a good accuracy.
Codes for《Statistics Learning Method》《统计学习方法》of Professor Hang Li.
A project is built to predict that user's current transaction record is normal or abnormal based on previous transaction records.
A computer vision project about number recognition of credit card is achieved by OpenCV.
A summary of image transformations is done with Pytorch, which implements data augmentation to improve generalization ability.
A collection of various deep learning architectures, models, and tips. It includes both Pytorch version and Tensorflow version.
List of papers, code and experiments using deep learning for time series forecasting
Deep Learning for Time Series Classification
This is official codes for the paper "Graph Transformer Network for Flood Forecasting with Heterogeneous Covariates".
PyTorch implemented generative models for CelebA dataset: DCGAN, LSGAN, WGAN, WGANGP, InfoGAN, BEGAN, VAE, VAEGAN
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.
My Github Blog!
A repository consists of the solutions of leetcode problems, basic theoretical knowledge of data structures and algorithms.
This is a project that detects Chinese license plate using OpenCV and Python.
Share some notes and codes summarized by myself! The features of these notes are refined, organized and easy-understand!
Repository containing notebooks of my posts on Medium
Natural Language Processing Tutorial for Deep Learning Researchers
A project that detects cardboard and paper using YOLOv4 with Google drive. mAP is 98.36% on the condition of IoU = 0.5
Official codes for "Explainable Parallel RCNN with Novel Feature Representation for Time Series Forecasting" accepted by AALTD workshop at ECML-PKDD 2023.
PyTorch-based CNN implementation for estimating age from face images
Graph Neural Networks for Irregular Time Series
SemiTime (ICASSP2021)
Multivariate Time Series Forecasting with efficient Transformers. Code for the paper "Long-Range Transformers for Dynamic Spatiotemporal Forecasting."