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kaviyang's Projects

ai_quant_trade icon ai_quant_trade

股票AI操盘手：从学习、模拟到实盘，一站式平台。包含股票知识、策略实例、因子挖掘、传统策略、机器学习、深度学习、强化学习、图网络、高频交易、C++部署和聚宽实例代码等，可以方便学习、模拟及实盘交易

alphas icon alphas

alpha101, alpha191, alphalens, backtrader, 量化研究

stock-analysis icon stock-analysis

Simple to use interfaces for basic technical analysis of stocks.

stock-prediction-and-quantitative-analysis-based-on-machine-learning-method icon stock-prediction-and-quantitative-analysis-based-on-machine-learning-method

This project studies the intrinsic relationship between the stocks’ multiple factors and the investment value of the stocks listed in China Securities Index 800 Index through the machine method. The investment system pipeline has been implemented including data acquirement, data preprocessing, model tuning and selection based on the XGBoost boosted tree model.

stockpredictionai icon stockpredictionai

In this noteboook I will create a complete process for predicting stock price movements. Follow along and we will achieve some pretty good results. For that purpose we will use a Generative Adversarial Network (GAN) with LSTM, a type of Recurrent Neural Network, as generator, and a Convolutional Neural Network, CNN, as a discriminator. We use LSTM for the obvious reason that we are trying to predict time series data. Why we use GAN and specifically CNN as a discriminator? That is a good question: there are special sections on that later.

surpriver icon surpriver

Find big moving stocks before they move using machine learning and anomaly detection

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