Commit 76a8859d authored by PauTheu's avatar PauTheu
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stuff

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# WindTurbinePrediction # WindTurbinePrediction
## Others: Versuch_Paul.ipynb:
Data: use ten best features explored in data_exploration.ipynb file
### Approaches:
1. Lightgbm: leaf wise tree growth (best first) instead of level wise tree growth. low acc.
2. Easy NN: 2 hidden layers, batches 64, epochs 50, binary classification, Relu, ADAM. low acc.
3. TPOPT: looks for the best classification pipeline. Currently only on mean feature data.
This repository resembles our solution approach to the second PSDA task. This repository resembles our solution approach to the second PSDA task.
...@@ -30,7 +24,7 @@ The models' predictions are combined by using a weighted majority vote. ...@@ -30,7 +24,7 @@ The models' predictions are combined by using a weighted majority vote.
More specifically, the models' output probabilities are acquired via softmax and averaged to form the ensemble's output. More specifically, the models' output probabilities are acquired via softmax and averaged to form the ensemble's output.
## `Others.ipynb` ## `Others.ipynb`
Data: use ten best features explored in data_exploration.ipynb file Data: best features explored in data_exploration.ipynb file
### Approaches: ### Approaches:
1. Lightgbm: leaf wise tree growth (best first) instead of level wise tree growth. low acc. 1. Lightgbm: leaf wise tree growth (best first) instead of level wise tree growth. low acc.
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