Conf42: Python 2021

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Complex AI Forecasting Methods for Investments Portfolio Optimization

Paweł Skrzypek
CTO @ 7bulls.com

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Anna Warno
Data Scientist @ 7bulls.com

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Presentation of the first complete AI investment platform. It is based on most innovative AI methods: most advanced neural networks (ResNet/DenseNet, LSTM, GAN autoencoders) and reinforcement learning for risk control and position sizing using Alpha Zero approach.

It shows how the complex AI system which covers both supervised and reinforcement learning could be successfully used to investment portfolio optimization in real time. The architecture of the platform and used algorithms will be presented together with the workflow of machine learning. Also, the real demo of the platform will be shown. The M4 conference winning forecasting method will be presented, with the application to financial time series forecasting.

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