https://github.com/anmolian/btc_predictor

Time Series
https://github.com/anmolian/btc_predictor

bitcoin ensemble-learning lstm tensorflow time-series

Last synced: 9 months ago
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Time Series

• Host: GitHub
• URL: https://github.com/anmolian/btc_predictor
• Owner: Anmolian
• License: mit
• Created: 2022-07-27T09:30:43.000Z (almost 4 years ago)
• Default Branch: main
• Last Pushed: 2025-02-10T23:00:11.000Z (over 1 year ago)
• Last Synced: 2025-10-12T08:33:04.668Z (9 months ago)
• Topics: bitcoin, ensemble-learning, lstm, tensorflow, time-series
• Language: Jupyter Notebook
• Homepage:
• Size: 10.4 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE.md

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README

          
![Project Banner](https://raw.githubusercontent.com/Anmolian/BTC_Predictor/main/Bitcoin.jpg)

# BTC Predictor

## Technologies Used: LSTMs, Tensorflow, Naïve Forecasting, Ensemble Models

- Developed a Bitcoin price forecasting project using TensorFlow, organising time series data into a supervised learning framework with precise windowing techniques.

- Evaluated multiple models (Naive Forecasting, Dense Models, LSTM, and Ensemble) with the ensemble model surpassing individual models, achieving an MAE of 565.04 versus a 567.99 baseline. Identified that outliers caused an extreme MAE of 17,134 in a 6th model.

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