suntaochun Goto Github PK

ad_examples

A collection of anomaly detection methods (iid/point-based, graph and time series) including active learning for anomaly detection/discovery, bayesian rule-mining, description for diversity/explanation/interpretability. Analysis of incorporating label feedback with ensemble and tree-based detectors. Includes adversarial attacks with Graph Convolutional Network.

adaptive-inertia-adai

The PyTorch Implementation of Adaptive Inertia Methods. The algorithms are based on our ICML2020 Long Oral paper: "Adaptive Inertia: Disentangling the Effects of Adaptive Learning Rate and Momentum".

chinese-bert-wwm

Pre-Training with Whole Word Masking for Chinese BERT（中文BERT-wwm系列模型）

cogview

Text-to-Image generation. The repo for NeurIPS 2021 paper "CogView: Mastering Text-to-Image Generation via Transformers".

computervision-recipes

Best Practices, code samples, and documentation for Computer Vision.

covid-mobility

dask

Parallel computing with task scheduling

diplomacy_cicero

Code for Cicero, an AI agent that plays the game of Diplomacy with open-domain natural language negotiation.

earthengine-community

Tutorials and content created by Earth Engine users, for Earth Engine users

flow-forecast

Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).

gan-for-tabular-data

We well know GANs for success in the realistic image generation. However, they can be applied in tabular data generation. We will review and examine some recent papers about tabular GANs in action.

geemap

A Python package for interactive mapping with Google Earth Engine, ipyleaflet, and ipywidgets.

gpt4all

gpt4all: an ecosystem of open-source chatbots trained on a massive collections of clean assistant data including code, stories and dialogue

graphgps

Recipe for a General, Powerful, Scalable Graph Transformer

leetcode

LeetCode Solutions: A Record of My Problem Solving Journey.( leetcode题解，记录自己的leetcode解题之路。)

llama2.c

Inference Llama 2 in one file of pure C

mtgnn

openai-python

The OpenAI Python library provides convenient access to the OpenAI API from applications written in the Python language.

prompt-engineering-guide

🐙 Guides, papers, lecture, notebooks and resources for prompt engineering

pytorch_geometric

Geometric Deep Learning Extension Library for PyTorch

qlib

Qlib is an AI-oriented quantitative investment platform that aims to realize the potential, empower research, and create value using AI technologies in quantitative investment, from exploring ideas to implementing productions. Qlib supports diverse machine learning modeling paradigms. including supervised learning, market dynamics modeling, and RL.

sarima

Econometric Approach to Time Series Analysis — Seasonal ARIMA in Python

sarima-lstm

建立SARIMA-LSTM混合模型预测时间序列问题。以PM2.5值为例，使用UCI公开的自2013年1月17日至2015年12月31日五大城市PM2.5小时检测数据，将数据按时间段划分，使用SARIMA过滤其线性趋势，再对过滤后的残差使用LSTM进行预测，最后对预测结果进行检验和分析。

shap

A game theoretic approach to explain the output of any machine learning model.

suntaochun.github.io

swin-transformer-object-detection

This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows" on Object Detection and Instance Segmentation.

t-huff

torchgeo

TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data

transformers

🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

us-immigration-speeches