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Dev #113
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Dev #113
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Contributor
jakubczakon
commented
Jul 9, 2018
jakubczakon
commented
- dropped redundant aggregation steps (it was one-per-fold now one-per-training)
- added prev-application features
- added dynamic (trend-based) installment features
- sped-up installments
- added some cleaning on burau/prev applications
* Dynamic features * Smart features (#61) * Update README.md * Update README.md * Update * Smart features update * More descriptive transformer name * Reading all data in main * More application features * Transformer for cleaning * Multiinput data dictionary * Fix (#63) * fixed configs * dropped redundand steps, moved stuff to cleaning, refactored groupby (#64) * dropped redundand steps, moved stuff to cleanining, refactored groupby * restructured, added stacking + CV * Fix format string * Update pipeline_manager.py clipped prediction -> prediction * added stratified kfold option (#77) * Update config (#79) * dropped redundand steps, moved stuff to cleanining, refactored groupby * restructured, added stacking + CV * Update pipeline_config.py * Dev review (#81) * dropped feature by type split, refactored pipleine_config * dropped feature by type split method * explored application features * trash * reverted refactor of aggs * fixed/updated bureau features * cleared notebooks * agg features added to notebook bureau * credit card cleaned * added other feature notebooks * added rank mean * updated model arch * reverted to old params * fixed rank mean calculations * ApplicationCleaning update (#84) * Cleaning - application * Clear output in notebook * clenaed names in steps, refactored mergeaggregate transformer, changed caching/saving specs (#85) * local trash * External sources notebook (#86) * Update * External sources notebook * Dev lgbm params (#88) * local trash * updated configs * dropped comment * updated lgb params * Dev app agg fix (#90) * dropped app_aggs * app agg features fixed * cleaned leftovers * dropped fast read-in for debug * External_sources statistics (#89) * Speed-up ext_src notebook * exernal_sources statistics * Weighted mean and notebook fix * application notebook update * clear notebook output * Fix auto submission (#95) * CreditCardBalance monthly diff mean * POSCASH remaining installments * POSCASH completed_contracts * notebook update * Resolve conflicts * Fix * Update neptune.yaml * Update neptune_random_search.yaml * Split static and dynamic features - credit card balance
* added nan_count * added nan count with parameter
* added simple features, parallel groupby, last-installment features * refactored last_installment features * added features for the very last installment
* added dynamic-trend features * formated configs * added skew/iqr features
* added number of credit agreement change features * reverted sample size
* previous_application handcrafted features * previous application cleaning * Update neptune.yaml * code improvement * Update notebook
* refactored aggs to calculate only once per training, sped up installment and credit card (only single index groupby) * sped up all hand crafted * fixed bureau worker errors * fixed isntallment names * fixed isntallment names * fixed bureau and prev_app naming bugs * reverted to vectorized where possible * updated hyperparams * updated early stopping params to meet convergence * reverted to old fallback neptune file * updated paths * updated paths, explored prev-app features
Closed
* Notebook - feature importance * Notebook - feature importance - search by text * Notebook - feature importance - search by text * Notebook - feature importance - Plots description
Closed
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