KenoLeon / NumeraiKeras

Keras boilerplate starter for the numerai competition.

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NumeraiKeras 🧠

Keras-Tensorflow boilerplate starter for the Numerai competition.

What is it ?

I wanted to use Keras for the Numerai tournament and couldn't find a basic example so I made this one.

Medium Article :

If you are new to the competition and/or want a better explanation of the code see this companion post:

Practical Keras: Simple regression for the Numerai Tournament

Validation/Metrics:

There's a separate script to calculate Validation Correlation (val_corr.py) which should match the one generated by Numerai.

And some barebone metrics (metrics.py) contributed by parmarsuraj99 ( see also this forum post )

Caveat Emptor (Buyer Beware)

Out of the box this NN/ Model is not very good, you need to tune parameters, add your preferred validation, tweak the model, etc, etc see the following section...

Contribute - To Do - Upgrades:

Open an issue or pm on the Numerai chat if you want to add your contributions.

Ideally each new contribution is a standalone script with a new feature, some missing features :

  • Save the model ( as to not retrain )
  • Cross validation ( within the dataset and with val1 val2 )
  • Payout scores and metrics (see Validation)
  • Parameter tuning.
  • Colab/jupyter notebook.
  • Your suggestion ?

It would really be cool to have a community model to go against example_predictions, just saying...

Feeling generous ?

Toss a 💰to your 🧙‍er !

NMR/ETH: 0xD2468b070e27138525ae347410A5cFFcEDc3d0E7

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Keras boilerplate starter for the numerai competition.


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