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William Wong's Projects

auto_ml icon auto_ml

In this repository we test AutoML approaches for time-series forecasting

automatedstocktrading-deepq-learning icon automatedstocktrading-deepq-learning

Every day, millions of traders around the world are trying to make money by trading stocks. These days, physical traders are also being replaced by automated trading robots. Algorithmic trading market has experienced significant growth rate and large number of firms are using it. I have tried to build a Deep Q-learning reinforcement agent model to do automated stock trading.

block-predict-based-on-news-a- icon block-predict-based-on-news-a-

(公开新闻预测A股行业板块动向 亚军源码)This is my first open Source for the competition Block Predict Based on News(https://www.kesci.com/home/competition/5cac39ea67205f002bdbf243) ,and fortunately which ranked the 2nd in the final round.Thanks to Kesci and Competetion Organizer .By the way ,I open my source code to help more for new guys to achieve more honor or make bigger progresses.All in one,Just Carry On.

deep-learning-for-hackers icon deep-learning-for-hackers

Machine Learning tutorials with TensorFlow 2 and Keras in Python (Jupyter notebooks included) - (LSTMs, Hyperameter tuning, Data preprocessing, Bias-variance tradeoff, Anomaly Detection, Autoencoders, Time Series Forecasting, Object Detection, Sentiment Analysis, Intent Recognition with BERT)

deep-reinforcement-stock-trading icon deep-reinforcement-stock-trading

A light-weight deep reinforcement learning framework for portfolio management. This project explores the possibility of applying deep reinforcement learning algorithms to stock trading in a highly modular and scalable framework.

deeplearning icon deeplearning

Reinforcement Learning,NLP,VAE,CNN,Stock,Economic,Review,Quant

financeops icon financeops

Research in investment finance with Python Notebooks

fintech-2019-2020-ay1 icon fintech-2019-2020-ay1

In this project, we compared the impact of popular ML time series models (trees, prophet, LSTM, SVM) in stock price prediction and trend signal classification;

hk_ipo_prediction icon hk_ipo_prediction

Predict first day performance of Hong Kong IPO stocks: A pipeline example of machine learning projects

marketvectors icon marketvectors

Implementations for my blog post [here](https://medium.com/@TalPerry/deep-learning-the-stock-market-df853d139e02#.flflpo3xf)

revisit icon revisit

A repository of customer revisit prediction research.

stock-prediction-models icon stock-prediction-models

Gathers machine learning and deep learning models for Stock forecasting including trading bots and simulations

stock_a icon stock_a

「A股指数预测」深度学习量化应用

time-series-forecasting-of-amazon-stock-prices-using-neural-networks-lstm-and-gan- icon time-series-forecasting-of-amazon-stock-prices-using-neural-networks-lstm-and-gan-

Project analyzes Amazon Stock data using Python. Feature Extraction is performed and ARIMA and Fourier series models are made. LSTM is used with multiple features to predict stock prices and then sentimental analysis is performed using news and reddit sentiments. GANs are used to predict stock data too where Amazon data is taken from an API as Generator and CNNs are used as discriminator.

timeseries_seq2seq icon timeseries_seq2seq

This repo aims to be a useful collection of notebooks/code for understanding and implementing seq2seq neural networks for time series forecasting. Networks are constructed with keras/tensorflow.

trading-rules-using-machine-learning icon trading-rules-using-machine-learning

This is my financial trading system using ML (Random forest & LSTM). Most of the methods are based on 'Advances in Financial Machine Learning' by Lopez de Prado.

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