Commit ded92e20 authored by Anna Warno's avatar Anna Warno
Browse files

new predictions added, readme updated

parent 1a40e622
......@@ -9,7 +9,7 @@
* prediction (tft)
![Alt text](images/fcr_2020-10-29 to 2020-10-30_1_preds.png?raw=true "Title")
* prediction with fake added points (2s)(tft)
![Alt text](images/fcr_2020-10-29 to 2020-10-30_1_preds_1.png?raw=true "Title")
![Alt text](images/fcr_fake_points.png?raw=true "Title")
* fcr_2020-11-27 to 2020-11-27
* time series
......@@ -60,6 +60,15 @@
![Alt text](images/nbeats_pred_1.png?raw=true "Title")
* 3 minutes
![Alt text](images/nbeats_pred_2.png?raw=true "Title")
* experiments with ensembles
25 models (n-betas, tft) with different: predictions length, context length,
loss functions (rmse, mae, dilate, quantileloss), model architecture
* simple lasso regression (averaged 5 minutes prediction)
![Alt text](images/preds_ens_lasso.png?raw=true "Title")
* lgbm (overfitting) (averaged 5 minutes prediction)
![Alt text](images/preds_ens_lgbm.png?raw=true "Title")
* prediction (es-rnn)
TODO
* comments
......@@ -83,14 +92,30 @@
![Alt text](images/genome_preds_4.png?raw=true "Title")
* MinimumCoresContext prediction (n-beats)
* TODO
* TODO
* MinimumCoresContext prediction (es-rnn)
* TODO
* TODO
* feature importance
* ETPercentile
![Alt text](images/etpercentile_features.png?raw=true "Title")
* MinimumCoresContext
![Alt text](images/minimumcorescontext_features.png?raw=true "Title")
* Experiments with ensembles
15 models with different: predictions length (5-20 min), context length,
loss functions (rmse, mae, dilate, quantileloss), model architecture and metrics,
scores for single models are avaliable on neptune
* ETPercentile (averaged 5 minutes prediction)
* simple lasso regression
![Alt text](images/ETPercentile_preds_ens_lasso.png?raw=true "Title")
* lgbm (overfitting)
![Alt text](images/ETPercentile_preds_ens_lgbm.png?raw=true "Title")
* MinimumCoresContext (averaged 5 minutes prediction)
* comments
MinimumCoresContext_tft_preds4
* predictions are saved with format: {METRIC_NAME}_{METHOD_NAME}_preds{STEP}.csv
* comments
* predictions are saved with format: {METRIC_NAME}_{METHOD_NAME}_preds{STEP}.csv
* TODO
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