https://github.com/z23788677/bitcoin_rl_nlp

Bitcoin automatic trader using Reinforcement Learning approach. And market news using NLP approach.
https://github.com/z23788677/bitcoin_rl_nlp

Last synced: 11 months ago
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Bitcoin automatic trader using Reinforcement Learning approach. And market news using NLP approach.

• Host: GitHub
• URL: https://github.com/z23788677/bitcoin_rl_nlp
• Owner: z23788677
• Created: 2025-04-19T15:59:34.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2025-05-10T18:53:56.000Z (about 1 year ago)
• Last Synced: 2025-06-24T10:42:35.219Z (about 1 year ago)
• Language: Jupyter Notebook
• Size: 572 KB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# Bitcoin_RL_NLP

Bitcoin automatic trader using Reinforcement Learning approach. And market news using NLP approach. pyqt as GUI 

This still in progress. Not yet finish

## Reinforce Learing approach:

  I'll using Tensorflow build DQNetwork. Using bitcoin history price csv file as environment (So Data in training process is NEEDED).

## NLP approach:

  Since news effect price, I'm plan to use Transformer detact whatever currently finance news good or bad to change RL agent policy

## PYQT:

  Once agent given buy/sell action, I need a platform to let user know buy or not

#### cleaned data

![image](cleaned_data.png)