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Panagiotis (Panos) Mavritsakis's Projects

applying-deep-learning-vs-machine-learning-models-to-reproduce-dry-spell-sequences icon applying-deep-learning-vs-machine-learning-models-to-reproduce-dry-spell-sequences

This research constitutes an attempt to assess the dry spell patterns in the northern region of Ghana, near Burkina Faso. We aim to develop a model which by exploiting satellite products overcomes the poor temporal and spatial coverage of existing ground precipitation measurements. For this purpose 14 meteorological stations featuring different temporal coverage are used together with satellite-based precipitation products. Conventional machine-learning and deep-learning algorithms were compared in an attempt to establish a link between satellite products and field rainfall data for dry spell assessment.

crypto-trading icon crypto-trading

ML techiques are used to forecast short term returns in 14 popular cryptocurrencies. We have amassed a dataset of millions of rows of high-frequency market data dating back to 2018 which you can use to build your model.

rl-on-cartpole icon rl-on-cartpole

Solution to Cartpole balancing problem in the OpenAI Gym environment with the help of Reinforcement Learning (RL) and Deep Neural Networks (DQNs)

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