Notes and solutions on kaggle competitions

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|| gdb/kaggle | kaggle-cifar10-torch7 | apachecn/kaggle | SudalaiRajkumar/Kaggle | tdeboissiere/Kaggle | FindBoat/Kaggle | kaggle-satellite-imagery-feature-detection | mlandry22/kaggle | aarshayj/Kaggle | kaggle-past-solutions ||

|| tensorflow-speech-recognition-challenge | leonardovaleriano/tensorflow-speech-recognition-challenge | DSB2017 | Kaggle-Playground | kaggle-competition-solutions ||

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kaggle old competitions

No	Competition Name	Category	Solutions	type	Eval metric	Tests
0	tgs-salt-identification-challenge	Featured	[1st]		IoU
0	avito-demand-prediction	Featured	[2nd] [4th] [3rd] [5th]		RMSE
0	home-credit-default-risk	Featured			ROC AUC
0	talkingdata-adtracking-fraud-detection	Featured	[4th] [9th] [11th]		ROC AUC
0	jigsaw-toxic-comment-classification-challenge	Featured			ROC AUC
0	mens-machine-learning-competition-2018	Featured			LogLoss
0	data-science-bowl-2018	Featured		binary-classification	intersection over union (IoU)
1	mercari-price-suggestion-challenge	Featured	[1st] [3rd] [13th] [14th] [18th] [22nd] [22nd] [2nd stage testing]	multiclass-classification	RMSLE
2	statoil-iceberg-classifier-challenge	Featured	[1st][2nd] [3rd]	binary-classification	LogLoss	Done
3	zillow-prize-1	Featured	[17th]	future-prediction	MeanAbsoluteError
4	tensorflow-speech-recognition-challenge	Featured	[2nd] [3rd] [4th] [5%]		Multiclass Accuracy
5	passenger-screening-algorithm-challenge	Featured		object-detection	LogLoss
6	msk-redefining-cancer-treatment	Featured		multiclass-classification	Multi Class Log Loss
7	nyc-taxi-trip-duration	Playground		regression	Multi Class Log Loss
8	instacart-market-basket-analysis	Featured	[2nd] [3rd] [4th] [6th] [8th] [9th] [11th] [12th]	regression	mean F1 score
9	planet-understanding-the-amazon-from-space	Featured	[3rd] [7th] [9th]	object-identification	mean F1 score
10	mercedes-benz-greener-manufacturing	Featured	[1st] [2nd] [list of sol]	regression	R^2
11	intel-mobileodt-cervical-cancer-screening	Featured	[2nd] [9th]	object-detection, multiclass-classification	logloss
13	youtube8m	Featured	[1st] [3rd] [5th]		GAP
14	the-nature-conservancy-fisheries-monitoring	Featured		object-detection, multiclass-classification	logloss
15	data-science-bowl-2017	Featured	[1st] [7th] [9th]	binary-classification	LogLoss
16	dstl-satellite-imagery-feature-detection	Featured	[3rd] [4th] [9th]	multiclass-classification, object-segmentation	Jaccard
17	two-sigma-financial-modeling	Featured		future-prediction	R2
18	outbrain-click-prediction	Featured	[2nd] [4th] [3rd]	future-prediction	MAP@12
19	santander-product-recommendation	Featured	[1st] [2nd] [3rd] [4th] [5th] [7th] [8th] [9th] [11th] [13th]		MAP@7
20	predicting-red-hat-business-value	Featured	[1st] [2nd] [3rd]	future-prediction	area under the ROC curve
21	ultrasound-nerve-segmentation	Featured			Dice coefficient
22	draper-satellite-image-chronology	Featured	[1st]		Spearman's correlation coefficient
23	melbourne-university-seizure-prediction	Featured	[1st] [4th] [5th] [8th]		area under the ROC curve
24	home-depot-product-search-relevance	Featured			RMSE
25	yelp-restaurant-photo-classification	Featured	[1st]	object-labeling	Mean F1-Score
26	second-annual-data-science-bowl	Featured	[3rd] [19th]	binary-classification	CRPS
27	datasciencebowl	Featured		binary-classification	logloss
28	avazu-ctr-prediction	Featured			Logarithmic Loss
29	yandex-personalized-web-search-challenge	Featured			NDCG
30	AlgorithmicTradingChallenge	Featured		future-prediction	RMSE
31	recruit-restaurant-visitor-forecasting	Featured	[7th] [8th] [11th] [12th]	ensembling, time-series, forecasting	RMSLE
32	web-traffic-time-series-forecasting	Research	[1st]	ensembling, time-series, forecasting	SMAPE	Done
33	restaurant-revenue-prediction	Featured		regression	RMSE
34	predict-west-nile-virus	Featured	[2nd]	binary-classification	area under the ROC curve
35	march-machine-learning-mania-2015	Featured		future-prediction	LogLoss
36	Heritage Health Prize	Featured		future-prediction	LogLoss
37	genentech-flu-forecasting	Featured		future-prediction	LogLoss
38	ultrasound-nerve-segmentation	Featured		object-segmentation	Dice coefficient
39	cervical-cancer-screening	Featured		object identification	area under the ROC curve
40	deloitte-western-australia-rental-prices	Featured		future-prediction	RMSLE
41	springleaf-marketing-response	Featured		binary-classification	area under the ROC curve
42	diabetic-retinopathy-detection	Featured		binary-classification	quadratic weighted kappa
43	risky-business	Featured		future-prediction	LogLoss
44	The Hewlett Foundation: Automated Essay Scoring	Featured			quadratic weighted kappa
45	the-allen-ai-science-challenge	Featured
46	deloitte-churn-prediction	Featured			Area Under the ROC Curve

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• How to solve 90% of NLP problems: a step-by-step guide