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monocongo / climate_learn

Deep learning for climate modeling.
BSD 3-Clause "New" or "Revised" License
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Create ANN using Keras/TensorFlow for predicting PTTEND #11

Open monocongo opened 6 years ago

monocongo commented 6 years ago

Using Keras with the TensorFlow backend we'll create a simple artificial neural network (ANN) using two layers, 1) convolutional neural network and 2) LSTM, for predicting the CAM PTTEND forcing tendency variable from PS, T, U, and V inputs. We'll split our input data into train/test datasets on northern and southern hemispheres.

monocongo commented 6 years ago

This tutorial may provide a good template.

monocongo commented 6 years ago

Rather than using a Conv2D layer for the CNN part of the model we may want to explore using a Cropping3D layer instead.