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kaggle-solutions
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> Notes and solutions on kaggle competitions --------- || [gdb/kaggle](https://github.com/gdb/kaggle) | [kaggle-cifar10-torch7](https://github.com/nagadomi/kaggle-cifar10-torch7) | [apachecn/kaggle](https://github.com/apachecn/kaggle) | [SudalaiRajkumar/Kaggle](https://github.com/SudalaiRajkumar/Kaggle) | [tdeboissiere/Kaggle](https://github.com/tdeboissiere/Kaggle) | [FindBoat/Kaggle](https://github.com/FindBoat/Kaggle) | [kaggle-satellite-imagery-feature-detection](https://github.com/toshi-k/kaggle-satellite-imagery-feature-detection) | [mlandry22/kaggle](https://github.com/mlandry22/kaggle) | [aarshayj/Kaggle](https://github.com/aarshayj/Kaggle) | [kaggle-past-solutions](https://github.com/EliotAndres/kaggle-past-solutions) || || [tensorflow-speech-recognition-challenge](https://github.com/ace19-dev/tensorflow-speech-recognition-challenge) | [leonardovaleriano/tensorflow-speech-recognition-challenge](https://github.com/leonardovaleriano/tensorflow-speech-recognition-challenge) | [DSB2017](https://github.com/lfz/DSB2017) | [Kaggle-Playground](https://github.com/dnc1994/Kaggle-Playground) | [kaggle-competition-solutions](http://www.chioka.in/kaggle-competition-solutions/) || ------------------- **kaggle old competitions** | **No** | **Competition Name** | **Category** | **Solutions** | **type** | **Eval metric** |**Tests** |:-------|:----------------------------------|:------------------------------|:--------------------------------| :-----|:-----|:---------| | 0 | [tgs-salt-identification-challenge](https://www.kaggle.com/c/tgs-salt-identification-challenge) | Featured | [[1st](https://www.kaggle.com/c/tgs-salt-identification-challenge/discussion/69291)] | | IoU | | | | 0 | [avito-demand-prediction](https://www.kaggle.com/c/avito-demand-prediction) | Featured | [[2nd](https://www.kaggle.com/c/avito-demand-prediction/discussion/59871)] [[4th](https://www.kaggle.com/c/avito-demand-prediction/discussion/59881)] [[3rd](https://www.kaggle.com/c/avito-demand-prediction/discussion/59885)] [[5th](https://www.kaggle.com/c/avito-demand-prediction/discussion/59914)] | | RMSE | | | | 0 | [home-credit-default-risk](https://www.kaggle.com/c/home-credit-default-risk) | Featured | | | ROC AUC | | | | 0 | [talkingdata-adtracking-fraud-detection](https://www.kaggle.com/c/talkingdata-adtracking-fraud-detection) | Featured | [[4th](https://www.kaggle.com/c/talkingdata-adtracking-fraud-detection/discussion/56243)] [[9th](https://www.kaggle.com/c/talkingdata-adtracking-fraud-detection/discussion/56279)] [[11th](https://www.kaggle.com/c/talkingdata-adtracking-fraud-detection/discussion/56250)] | | ROC AUC | | | | 0 | [jigsaw-toxic-comment-classification-challenge](https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge) | Featured | | | ROC AUC | | | | 0 | [mens-machine-learning-competition-2018](https://www.kaggle.com/c/mens-machine-learning-competition-2018) | Featured | | | LogLoss | | | | 0 | [data-science-bowl-2018](https://www.kaggle.com/c/data-science-bowl-2018) | Featured | | [binary-classification](https://www.kaggle.com/tags/binary-classification) | intersection over union (IoU) | | | | 1 | [mercari-price-suggestion-challenge](https://www.kaggle.com/c/mercari-price-suggestion-challenge) | Featured | [[1st](https://www.kaggle.com/c/mercari-price-suggestion-challenge/discussion/50256)] [[3rd](https://www.kaggle.com/c/mercari-price-suggestion-challenge/discussion/50272)] [[13th](https://www.kaggle.com/c/mercari-price-suggestion-challenge/discussion/50260)] [[14th](https://www.kaggle.com/c/mercari-price-suggestion-challenge/discussion/50275)] [[18th](https://www.kaggle.com/c/mercari-price-suggestion-challenge/discussion/50252)] [[22nd](https://www.kaggle.com/c/mercari-price-suggestion-challenge/discussion/50259)] [[22nd](https://www.kaggle.com/c/mercari-price-suggestion-challenge/discussion/50300)] [[2nd stage testing](https://www.kaggle.com/c/mercari-price-suggestion-challenge/discussion/49522)]| [multiclass-classification](https://www.kaggle.com/tags/multiclass-classification) | RMSLE | | | | 2 | [statoil-iceberg-classifier-challenge](https://www.kaggle.com/c/statoil-iceberg-classifier-challenge) | Featured | [[1st](https://www.kaggle.com/c/statoil-iceberg-classifier-challenge/discussion/48241)][[2nd](https://www.kaggle.com/c/statoil-iceberg-classifier-challenge/discussion/48294)] [[3rd](https://www.kaggle.com/c/statoil-iceberg-classifier-challenge/discussion/48207)] | [binary-classification](https://www.kaggle.com/tags/binary-classification) | LogLoss | Done | | 3 | [zillow-prize-1](https://www.kaggle.com/c/zillow-prize-1) | Featured | [[17th](https://www.kaggle.com/c/zillow-prize-1/discussion/47434)] | [future-prediction](https://www.kaggle.com/tags/future-prediction) | MeanAbsoluteError | | | 4 | [tensorflow-speech-recognition-challenge](https://www.kaggle.com/c/tensorflow-speech-recognition-challenge) | Featured | [[2nd](https://www.kaggle.com/c/tensorflow-speech-recognition-challenge/discussion/47715)] [[3rd](https://www.kaggle.com/c/tensorflow-speech-recognition-challenge/discussion/47722)] [[4th](https://www.kaggle.com/c/tensorflow-speech-recognition-challenge/discussion/47674)] [[5%](https://www.kaggle.com/c/tensorflow-speech-recognition-challenge/discussion/47687)] | | Multiclass Accuracy | | | 5 | [passenger-screening-algorithm-challenge](https://www.kaggle.com/c/passenger-screening-algorithm-challenge) | Featured | | [object-detection](https://www.kaggle.com/tags/object-detection) | LogLoss | | | 6 | [msk-redefining-cancer-treatment](https://www.kaggle.com/c/msk-redefining-cancer-treatment) | Featured | | [multiclass-classification](https://www.kaggle.com/tags/multiclass-classification) | Multi Class Log Loss | | | 7 | [nyc-taxi-trip-duration](https://www.kaggle.com/c/nyc-taxi-trip-duration) | Playground | | [regression](https://www.kaggle.com/tags/regression) | Multi Class Log Loss | | | 8 | [instacart-market-basket-analysis](https://www.kaggle.com/c/instacart-market-basket-analysis) | Featured | [[2nd](https://www.kaggle.com/c/instacart-market-basket-analysis/discussion/38143)] [[3rd](https://www.kaggle.com/c/instacart-market-basket-analysis/discussion/38097)] [[4th](https://www.kaggle.com/c/instacart-market-basket-analysis/discussion/38102)] [[6th](https://www.kaggle.com/c/instacart-market-basket-analysis/discussion/38112)] [[8th](https://www.kaggle.com/c/instacart-market-basket-analysis/discussion/38161)] [[9th](https://www.kaggle.com/c/instacart-market-basket-analysis/discussion/38100)] [[11th](https://www.kaggle.com/c/instacart-market-basket-analysis/discussion/38126)] [[12th](https://www.kaggle.com/c/instacart-market-basket-analysis/discussion/38110)] | [regression](https://www.kaggle.com/tags/regression) | mean F1 score | | | 9 | [planet-understanding-the-amazon-from-space](https://www.kaggle.com/c/planet-understanding-the-amazon-from-space) | Featured | [[3rd](https://www.kaggle.com/c/planet-understanding-the-amazon-from-space/discussion/38831)] [[7th](https://www.kaggle.com/c/planet-understanding-the-amazon-from-space/discussion/36955)] [[9th](https://www.kaggle.com/c/planet-understanding-the-amazon-from-space/discussion/36887)] | [object-identification](https://www.kaggle.com/tags/object-identification) | mean F1 score | | | 10 | [mercedes-benz-greener-manufacturing](https://www.kaggle.com/c/mercedes-benz-greener-manufacturing) | Featured | [[1st](https://www.kaggle.com/c/mercedes-benz-greener-manufacturing/discussion/37700)] [[2nd](https://www.kaggle.com/c/mercedes-benz-greener-manufacturing/discussion/36390)] [[list of sol](https://www.kaggle.com/c/mercedes-benz-greener-manufacturing/discussion/36176)] | [regression](https://www.kaggle.com/tags/regression) | R^2 | | | 11 | [intel-mobileodt-cervical-cancer-screening](https://www.kaggle.com/c/intel-mobileodt-cervical-cancer-screening) | Featured | [[2nd](https://www.kaggle.com/c/intel-mobileodt-cervical-cancer-screening/discussion/35478)] [[9th](https://www.kaggle.com/c/intel-mobileodt-cervical-cancer-screening/discussion/35104)] | [object-detection](https://www.kaggle.com/tags/object-detection), [multiclass-classification](https://www.kaggle.com/tags/multiclass-classification) | logloss | | | 13 | [youtube8m](https://www.kaggle.com/c/youtube8m) | Featured | [[1st](https://www.kaggle.com/c/youtube8m/discussion/35063)] [[3rd](https://www.kaggle.com/c/youtube8m/discussion/36541)] [[5th](https://www.kaggle.com/c/youtube8m/discussion/34751)] | | GAP | | | 14 | [the-nature-conservancy-fisheries-monitoring](https://www.kaggle.com/c/the-nature-conservancy-fisheries-monitoring) | Featured | | [object-detection](https://www.kaggle.com/tags/object-detection), [multiclass-classification](https://www.kaggle.com/tags/multiclass-classification) | logloss | | | 15 | [data-science-bowl-2017](https://www.kaggle.com/c/data-science-bowl-2017) | Featured | [[1st](https://github.com/lfz/DSB2017)] [[7th](https://www.kaggle.com/c/data-science-bowl-2017/discussion/31576)] [[9th](https://www.kaggle.com/c/data-science-bowl-2017/discussion/31548)] | [binary-classification](https://www.kaggle.com/tags/binary-classification) | LogLoss | | | 16 | [dstl-satellite-imagery-feature-detection](https://www.kaggle.com/c/dstl-satellite-imagery-feature-detection) | Featured | [[3rd](https://www.kaggle.com/c/dstl-satellite-imagery-feature-detection/discussion/31419)] [[4th](https://www.kaggle.com/c/dstl-satellite-imagery-feature-detection/discussion/31505)] [[9th](https://www.kaggle.com/c/dstl-satellite-imagery-feature-detection/discussion/30123)] | [multiclass-classification](https://www.kaggle.com/tags/multiclass-classification), [object-segmentation](https://www.kaggle.com/tags/object-segmentation) | Jaccard | | | 17 | [two-sigma-financial-modeling](https://www.kaggle.com/c/two-sigma-financial-modeling) | Featured | | [future-prediction](https://www.kaggle.com/tags/future-prediction) | R2 | | | 18 | [outbrain-click-prediction](https://www.kaggle.com/c/outbrain-click-prediction) | Featured | [[2nd](https://www.kaggle.com/c/outbrain-click-prediction/discussion/27977)] [[4th](https://www.kaggle.com/c/outbrain-click-prediction/discussion/27926)] [[3rd](https://www.kaggle.com/c/outbrain-click-prediction/discussion/27923)] | [future-prediction](https://www.kaggle.com/tags/future-prediction) | MAP@12 | | | 19 | [santander-product-recommendation](https://www.kaggle.com/c/santander-product-recommendation) | Featured | [[1st](https://www.kaggle.com/c/santander-product-recommendation/discussion/26835)] [[2nd](https://www.kaggle.com/c/santander-product-recommendation/discussion/26824)] [[3rd](https://www.kaggle.com/c/santander-product-recommendation/discussion/26899)] [[4th](https://www.kaggle.com/c/santander-product-recommendation/discussion/26845)] [[5th](https://www.kaggle.com/c/santander-product-recommendation/discussion/26841)] [[7th](https://www.kaggle.com/c/santander-product-recommendation/discussion/26802)] [[8th](https://www.kaggle.com/c/santander-product-recommendation/discussion/26838)] [[9th](https://www.kaggle.com/c/santander-product-recommendation/discussion/26809)] [[11th](https://www.kaggle.com/c/santander-product-recommendation/discussion/26823)] [[13th](https://www.kaggle.com/c/santander-product-recommendation/discussion/26816)] | | MAP@7 | | | 20 | [predicting-red-hat-business-value](https://www.kaggle.com/c/predicting-red-hat-business-value) | Featured | [[1st](https://www.kaggle.com/c/predicting-red-hat-business-value/discussion/23786)] [[2nd](https://www.kaggle.com/c/predicting-red-hat-business-value/discussion/23824)] [[3rd](https://www.kaggle.com/c/predicting-red-hat-business-value/discussion/23803)] | [future-prediction](https://www.kaggle.com/tags/future-prediction) | area under the ROC curve | | | 21 | [ultrasound-nerve-segmentation](https://www.kaggle.com/c/ultrasound-nerve-segmentation) | Featured | | | Dice coefficient | | | 22 | [draper-satellite-image-chronology](https://www.kaggle.com/c/draper-satellite-image-chronology) | Featured | [[1st](https://www.kaggle.com/c/draper-satellite-image-chronology/discussion/21936)] | | Spearman's correlation coefficient | | | 23 | [melbourne-university-seizure-prediction](https://www.kaggle.com/c/melbourne-university-seizure-prediction#evaluation) | Featured | [[1st](https://www.kaggle.com/c/melbourne-university-seizure-prediction/discussion/26310)] [[4th](https://www.kaggle.com/c/melbourne-university-seizure-prediction/discussion/26098)] [[5th](https://www.kaggle.com/c/melbourne-university-seizure-prediction/discussion/26117)] [[8th](https://www.kaggle.com/c/melbourne-university-seizure-prediction/discussion/26268)] | | area under the ROC curve | | | 24 | [home-depot-product-search-relevance](https://www.kaggle.com/c/home-depot-product-search-relevance) | Featured | | | RMSE | | | 25 | [yelp-restaurant-photo-classification](https://www.kaggle.com/c/yelp-restaurant-photo-classification) | Featured | [[1st](https://www.kaggle.com/c/yelp-restaurant-photo-classification/discussion/20517)] | [object-labeling](https://www.kaggle.com/tags/object-labeling) | Mean F1-Score | | | 26 | [second-annual-data-science-bowl](https://www.kaggle.com/c/second-annual-data-science-bowl) | Featured | [[3rd](https://www.kaggle.com/c/second-annual-data-science-bowl/discussion/19530)] [[19th](https://www.kaggle.com/c/second-annual-data-science-bowl/discussion/19521)] | [binary-classification](https://www.kaggle.com/tags/binary-classification) | CRPS | | | 27 | [datasciencebowl](https://www.kaggle.com/c/datasciencebowl) | Featured | | [binary-classification](https://www.kaggle.com/tags/binary-classification) | logloss | | | 28 | [avazu-ctr-prediction](https://www.kaggle.com/c/avazu-ctr-prediction) | Featured | | | Logarithmic Loss | | | 29 | [yandex-personalized-web-search-challenge](https://www.kaggle.com/c/yandex-personalized-web-search-challenge) | Featured | | | NDCG | | | 30 | [AlgorithmicTradingChallenge](https://www.kaggle.com/c/AlgorithmicTradingChallenge) | Featured | | [future-prediction](https://www.kaggle.com/tags/future-prediction) | RMSE | | | 31 | [recruit-restaurant-visitor-forecasting](https://www.kaggle.com/c/recruit-restaurant-visitor-forecasting) | Featured | [[7th](https://www.kaggle.com/c/recruit-restaurant-visitor-forecasting/discussion/49259)] [[8th](https://www.kaggle.com/c/recruit-restaurant-visitor-forecasting/discussion/49166)] [[11th](https://www.kaggle.com/c/recruit-restaurant-visitor-forecasting/discussion/49177)] [[12th](https://www.kaggle.com/c/recruit-restaurant-visitor-forecasting/discussion/49251)] | ensembling, time-series, forecasting | RMSLE | | | 32 | [web-traffic-time-series-forecasting](https://www.kaggle.com/c/web-traffic-time-series-forecasting) | Research | [[1st](https://github.com/Arturus/kaggle-web-traffic)] | ensembling, time-series, forecasting | SMAPE | Done | | 33 | [restaurant-revenue-prediction](https://www.kaggle.com/c/restaurant-revenue-prediction) | Featured | | regression | RMSE | | | 34 | [predict-west-nile-virus](https://www.kaggle.com/c/predict-west-nile-virus) | Featured | [[2nd](https://www.kaggle.com/c/predict-west-nile-virus/discussion/14869)] | [binary-classification](https://www.kaggle.com/tags/binary-classification) | area under the ROC curve | | | 35 | [march-machine-learning-mania-2015](https://www.kaggle.com/c/march-machine-learning-mania-2015) | Featured | | [future-prediction](https://www.kaggle.com/tags/future-prediction) | LogLoss | | | 36 | [Heritage Health Prize](https://www.kaggle.com/c/hhp) | Featured | | [future-prediction](https://www.kaggle.com/tags/future-prediction) | LogLoss | | | 37 | [genentech-flu-forecasting](https://www.kaggle.com/c/genentech-flu-forecasting) | Featured | | [future-prediction](https://www.kaggle.com/tags/future-prediction) | LogLoss | | | 38 | [ultrasound-nerve-segmentation](https://www.kaggle.com/c/ultrasound-nerve-segmentation) | Featured | | [object-segmentation](https://www.kaggle.com/tags/object-segmentation) | Dice coefficient | | | 39 | [cervical-cancer-screening](https://www.kaggle.com/c/cervical-cancer-screening) | Featured | | object identification | area under the ROC curve | | | 40 | [deloitte-western-australia-rental-prices](https://www.kaggle.com/c/deloitte-western-australia-rental-prices) | Featured | | [future-prediction](https://www.kaggle.com/tags/future-prediction) | RMSLE | | | 41 | [springleaf-marketing-response](https://www.kaggle.com/c/springleaf-marketing-response) | Featured | | [binary-classification](https://www.kaggle.com/tags/binary-classification) | area under the ROC curve | | | 42 | [diabetic-retinopathy-detection](https://www.kaggle.com/c/diabetic-retinopathy-detection) | Featured | | [binary-classification](https://www.kaggle.com/tags/binary-classification) | quadratic weighted kappa | | | 43 | [risky-business](https://www.kaggle.com/c/risky-business) | Featured | | [future-prediction](https://www.kaggle.com/tags/future-prediction) | LogLoss | | | 44 | [The Hewlett Foundation: Automated Essay Scoring](https://www.kaggle.com/c/asap-aes) | Featured | | | quadratic weighted kappa | | | 45 | [the-allen-ai-science-challenge](https://www.kaggle.com/c/the-allen-ai-science-challenge) | Featured | | | | | | 46 | [deloitte-churn-prediction](https://www.kaggle.com/c/deloitte-churn-prediction) | Featured | | | Area Under the ROC Curve | ------------------- * [How to solve 90% of NLP problems: a step-by-step guide](https://blog.insightdatascience.com/how-to-solve-90-of-nlp-problems-a-step-by-step-guide-fda605278e4e)
