Weather prediction with machine learning (Prophet)

“Weather prediction is critical for various sectors, including agriculture, logistics, and emergency preparedness. This notebook aims to use Prophet to predict future temperature trends based on historical weather data. Accurate predictions can help with planning and preparedness for extreme weather events.”

Data exploring and EDA

Lets start with exploring the data, we start with data frame from Jena climate model between 2009 and 2016 and make some EDA

Running the prediction model

number of epochs

10000 / 10000

Number of periods

1000 / 1000

Weather prediction with machine learning (Prophet)

Data exploring and EDA

Running the prediction model

Model forecast

Outliers

Model performance metrics

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Data exploring and EDA

Running the prediction model

Model forecast

Outliers

Model performance metrics

Weather prediction with machine learning (Prophet)