The Agent-Native Causal Inference & Econometrics Toolkit for Python — 390+ functions, one import, designed for both AI agents and human researchers

Implement a ChatGPT-like LLM in PyTorch from scratch, step by step

✔（已完结）超级全面的 深度学习 笔记【土堆 Pytorch】【李沐 动手学深度学习】【吴恩达 深度学习】【大飞 大模型Agent】

This repository hosts the code behind the online book, Coding for Economists.

⚡ TabPFN: Foundation Model for Tabular Data ⚡

This is code for Multi-period Learning for Financial Time Series Forecasting (MLF, published in KDD 2025), which incorporates multiple inputs with varying lengths (periods) to achieve better accura…

Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping

[AAAI 2025] Official implementation of "xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition"

A Python toolkit/library for reality-centric machine/deep learning and data mining on partially-observed time series, including SOTA neural network models for scientific analysis tasks of imputatio…

A Library for Advanced Deep Time Series Models for General Time Series Analysis.

[TPAMI 2026 & ICML 2024 Oral] Official repository of the SparseTSF paper: "SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters". This work is developed by the Lab of Professor …

This repository contains a reading list of papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction (STF). These papers are mainly categorized according to the …

[IEEE GRSL] The official implementation of UNetMamba: An Efficient UNet-Like Mamba for Semantic Segmentation of High-Resolution Remote Sensing Images on PyTorch

This is an official implementation for "Are Transformers Effective for Time Series Forecasting?"

FITS: Frequency Interpolation Time Series Analysis Baseline

[ICLR 2024] Official implementation of " 🦙 Time-LLM: Time Series Forecasting by Reprogramming Large Language Models"

Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch

Chinese translation of LangChain Academy's official [free course](https://github.com/langchain-ai/langchain-academy) on LangGraph + Agent. LangChain Academy 官方免费课程（LangGraph + Agent）的中文翻译版。

This is an implementation of the attention-based hybrid architecture (Ghosh et al, 2023) for suicide/depressive social media notes detection.

CNN+BiLSTM+Attention Multivariate Time Series Prediction implemented by Keras

Multivariate Time Series Prediction using Keras (CNN BiLSTM Attention)

PyTorch Tutorial for Deep Learning Researchers

Keras Attention Layer (Luong and Bahdanau scores).

CNN-LSTM stock prediction algorithm project

Autonomous coding agent right in your IDE, capable of creating/editing files, executing commands, using the browser, and more with your permission every step of the way.

Transformer models from BERT to GPT-4, environments from Hugging Face to OpenAI. Fine-tuning, training, and prompt engineering examples. A bonus section with ChatGPT, GPT-3.5-turbo, GPT-4, and DALL…