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jw11235's Projects

lightgbm icon lightgbm

A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.

lime icon lime

Lime: Explaining the predictions of any machine learning classifier

lob icon lob

Benchmark Dataset of Limit Order Book in China Markets

lppl icon lppl

This is a genetic algorithm implemented in python to solve the LPPL equation looking for market bubbles

lppls icon lppls

Library for fitting the LPPLS model to data.

lstm icon lstm

基于LSTM神经网络的时间序列预测

ltsf-linear icon ltsf-linear

[AAAI-23 Oral] Official implementation of the paper "Are Transformers Effective for Time Series Forecasting?"

master icon master

This is the official code and supplementary materials for our AAAI-2024 paper: MASTER: Market-Guided Stock Transformer for Stock Price Forecasting. MASTER is a stock transformer for stock price forecasting, which models the momentary and cross-time stock correlation and guide feature selection with market information.

mlfinlab icon mlfinlab

MlFinlab helps portfolio managers and traders who want to leverage the power of machine learning by providing reproducible, interpretable, and easy to use tools.

mpdp-code icon mpdp-code

《精通Python设计模式》一书的示例代码

nonstationary_transformers icon nonstationary_transformers

Code release for "Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting" (NeurIPS 2022), https://arxiv.org/abs/2205.14415

pa icon pa

Performance Attribution for Equity Portfolios

pfrl icon pfrl

PFRL: a PyTorch-based deep reinforcement learning library

pgportfolio icon pgportfolio

PGPortfolio: Policy Gradient Portfolio, the source code of "A Deep Reinforcement Learning Framework for the Financial Portfolio Management Problem"(https://arxiv.org/pdf/1706.10059.pdf).

pybroker icon pybroker

Algorithmic Trading in Python with Machine Learning

pyfolio icon pyfolio

Portfolio and risk analytics in Python

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