I need the python code to forecast what crop production will be in the next decade considering climate and crop production variables as seen in the attached.csv file.
Hussain Nizam
Oluwaseun Afolabi
You can explore the following resources to get started with multivariate time series forecasting:
- https://github.com/danielhkt/deep-forecasting
- https://www.geeksforgeeks.org/multivariate-time-series-forecasting-with-lstms-in-keras/
- https://machinelearningmastery.com/multivariate-time-series-forecasting-lstms-keras/
- Multivariate Probabilistic Time Series Forecasting with Informer (huggingface.co)
- GitHub - Yield Prediction Using Deep Learning on Multivariate Time Series Data: https://github.com/tryambakganguly/Yield-Prediction-Temporal-Attention
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Aleksandr Sinitca
If you want to use python you can find several example in an official documentation of commonly used libraries. For example:
- Keras (TensorFlow): https://keras.io/examples/timeseries/
- TensorFlow: https://www.tensorflow.org/tutorials/structured_data/time_series
Or you can seek for example in Kaggle, for example:
- Torch https://www.kaggle.com/code/aneridalwadi/time-series-with-pytorch
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