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Coinbase-Bot to automatically buy/sell/convert cryptocurrencies. Continuous training of Bot using Deep Reinforcement Learning

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DavidSzmul/CoinbaseBot

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This project consists in creating a library in order to easily study the cryptocurrencies on Coinbase in order to train a IA Bot to determine h24/7d what is the best crypto to invest on.

Extraction of Cryptocurrency historic

Use of Scrapping + Dataframe (Python) to generate the database used for train/test

Training of Bot

Use of Reinforcement Learning principle -> Agent + Environment. Implementation of environment specifically for trading, whatever the number of trade studied

Testing of Bot

Simulation of the behavior of the bot (on untrained database) to guarantee that Bot is coherent and at least does not make us loose money

Coinbase Transaction

Coinbase enables conversion from one crypto to another very easily. However this is not doable using their REST API (unfortunately). The solution is to use scrapping again to reproduce mouse and keyboard on browser to realize a transaction, based on Bot decision.

Front-End

Once the Bot library is done (Back-End), the idea would be to integrate an IHM to visualize Bot behavior (train/test/real-time). This is firstly done using Tkinter + Matplotlib libraries. For perspectives, this could be implemented using a Client-Server App with a Front-End done in HTML/JS (preffered framework would be Vue)

Authors

David Szmul - Github | LinkedIn
Follow me if you are interested in my project and you would like to contribute !

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Coinbase-Bot to automatically buy/sell/convert cryptocurrencies. Continuous training of Bot using Deep Reinforcement Learning

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