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Examples

In this page, you will find results for wind speed predictions using C06 (Cloud Particle Size 2.24 µm). Hourly inference for 1st and 15th day of every month

Model : ResNet50

    "batch_size" : 256,
    "image_size": 128, 
    "image_channels" : 1,  
    "model_choice" : "ResNet", # or "CNN" or"ViT"
    "criterion" : nn.MSELoss(), # or any other PyTorch loss function
    "optimizer_choice" : "Adam", 
    "learning_rate" : 0.003305753102490767,
    "weight_decay" : 0.00000148842072509874,
    "dropout_rate" : 0.2752124679248082,

All of the results can be replicated through the example notebook.

C06 year : 2022

1st of January 2022

15th of January 2022

1st of February 2022

15th of February 2022

1st of March 2022

15th of March 2022

1st of April 2022

15th of April 2022

1st of May 2022

15th of May 2022

1st of June 2022

15th of June 2022

1st of July 2022

15th of July 2022

1st of August 2022

15th of August 2022

1st of September 2022

15th of September 2022

1st of October 2022

15th of October 2022

1st of November 2022

15th of November 2022

1st of December 2022

15th of December 2022

link to Github repository