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kossi25's Projects

anomaliesinoptions icon anomaliesinoptions

In this notebook we will explore a machine learning approach to find anomalies in stock options pricing.

degiroapi icon degiroapi

An unofficial API for the trading platform Degiro, with the ability to get real time data and historical data

pg-is-all-you-need icon pg-is-all-you-need

Policy Gradient is all you need! A step-by-step tutorial for well-known PG methods.

snake-ga icon snake-ga

AI Agent that learns how to play Snake with Deep Q-Learning

stock-market-analysis icon stock-market-analysis

Analyzing stock market trends using several different indicators in quantum finance. I explore machine learning and standard crossovers to predict future short term stock trends.

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.

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