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timeseries_analysis

This repository is to demonstrate how timeseries analysis and prediction can be performed in the browser.

Current working version

The current example test case uses weather data (temperature) and energy data (uv_index) from the open-meteo.com API, and compares current AI model predictions with open-meteo.com API forecasts.

[Regression predicts the next data point (very accurate), LSTM predicts the next data points (accurate)] https://codesolutions2.github.io/timeseries_analysis/index9.html

In progress

  • Add a final custom model
  • Smarter data stacking to forecast 24 data points for both LSTM and Regression, instead of one data point forecasting
  • Try to improve processing time

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