https://github.com/etienne-bobo/predict-bitcoin-price

predict price of bitcoin using time series
https://github.com/etienne-bobo/predict-bitcoin-price

conv1d keras nbeats tensorflow timeseries-forecasting

Last synced: 28 days ago
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predict price of bitcoin using time series

• Host: GitHub
• URL: https://github.com/etienne-bobo/predict-bitcoin-price
• Owner: Etienne-bobo
• Created: 2023-11-20T20:27:15.000Z (12 months ago)
• Default Branch: main
• Last Pushed: 2023-11-20T21:11:01.000Z (12 months ago)
• Last Synced: 2024-04-23T00:17:49.275Z (7 months ago)
• Topics: conv1d, keras, nbeats, tensorflow, timeseries-forecasting
• Language: Jupyter Notebook
• Homepage:
• Size: 554 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Predict-bitcoin-price

Data from = https://www.investing.com/crypto/bitcoin/historical-data

Bitcoin prices from 2010-07-18 - 10/24/2023

Data: Daily Historical price of Bitcoin over the past years

Results of modeling experiments

- Model 1 = Univariate Deep learing Dense model with horizon=1 and window_size=7

- Model 2 = Univariate Deep learing CONV1D model with horizon=1 and window_size=7

- Model 3 = Multivariate Deep learing Dense model with horizon=1 and window_size=7

    

- Model 4 = Univariate Deep learing Dense model(NBeats algo) with horizon=1 and window_size=7

    

    Replicating the [N-BEATS: NEURAL BASIS EXPANSION ANALYSIS FOR INTERPRETABLE TIME SERIES FORECASTING](https://arxiv.org/pdf/1905.10437.pdf) paper

- Model 5 = Univariate Deep learing Dense emsemble model with horizon=1 and window_size=7

    Fit on 3 differents metrics with different random initialization

        

![Alt text](image.png)