Skip to content

Latest commit

 

History

History

tianchi-enso-prediction

Folders and files

NameName
Last commit message
Last commit date

parent directory

..
 
 
 
 
 
 
 
 
 
 
 
 
 
 

2021 AI Earth人工智能创新挑战赛-AI助力精准气象和海洋预测


How to use it

  1. Download the ENSO data from tianchi, put it in tcdata
  2. Train and inference
# a single 42.61 model
cd code
sh run.sh

Roadmap

  • Af first, I try to practice LightGBM in time series, but its performance is not satisfied here.
  • I optimized a PyTorch baseline. Then I decide to use TensorFlow, but my TF model only get 19 score with the same configuration.
  • Then I turned back to time series model, I use a GRU seq2seq model modified from my time series repository, it helps a lot.

Other top solutions

Update