Temperature prediction 

Purpose: Forecast the temperature for the next 24 hours.

Dataset: jena_climate_2009_2016. Contains several years of record results of 14 different measurement values ​​such as temperature, pressure, humidity and wind direction in ten-minute intervals.

Temperature vs. Time Chart (8years) :

Temperature vs. Time Chart(10 days) :

Development brief: Considering the characteristics of the data, only take the first 210225 time steps and normalize the data. To set a baseline, we use MAE(mean absolute error) to evaluate unbalanced mission. The following graph is baseline :

Dense connection model :

Dense connection model's training and validation MAE :

The result of dense connection model :

LSTM model fig and result(for improve the result MAE):

Detail:

https://colab.research.google.com/drive/14b1fdwTXT4ExwVc8Demi9syaWuFBc2_f?usp=share_link