본 캐글 스터디는 '커널 커리큘럼'을 참고합니다.
(커널 커리큘럼 작성자 이유한님 - https://www.kaggle.com/youhanlee)
그 날 커널의 양과 난이도에 따라 필사량을 조절하고 있습니다.
개강 주(2021-03-02)부터는 협의하에 주 3회로 변경하였습니다.
스터디원은 총 6명으로, 각자 그날의 과제에 대해 레퍼지토리에 업로드를 목표로 하고 있습니다. (2021/01/18 시작)
2021/04 마무리! 수고하셨습니다 :)
- 김현하
- 시온
- 유재성
- 이동훈
- 이희주
- H00
1st level. Titanic competition (https://https://www.kaggle.com/c/titanic)
- 1st kernel
(https://kaggle-kr.tistory.com/17?category=868316,(2021-01-18)
https://kaggle-kr.tistory.com/18?category=868316)(2021-01-19) - 2nd kernel
(https://www.kaggle.com/ash316/eda-to-prediction-dietanic)(2021-01-20) - 3rd kernel
(https://www.kaggle.com/yassineghouzam/titanic-top-4-with-ensemble-modeling)(2021-01-21) - 4th kernel
(https://www.kaggle.com/arthurtok/introduction-to-ensembling-stacking-in-python)(2021-01-22)
2nd level. Porto (https://www.kaggle.com/c/porto-seguro-safe-driver-prediction)
- 1st kernel
(https://www.kaggle.com/bertcarremans/data-preparation-exploration)(2021-01-25) - 2nd kernel
(https://www.kaggle.com/arthurtok/interactive-porto-insights-a-plot-ly-tutorial)(2021-01-26) - 3rd kernel
(https://www.kaggle.com/aharless/xgboost-cv-lb-284)(2021-01-27) - 4th kernel
(https://www.kaggle.com/gpreda/porto-seguro-exploratory-analysis-and-prediction)(2021-01-28)
3rd level. Home credit competition (https://www.kaggle.com/c/home-credit-default-risk)
- 1st kernel
(https://www.kaggle.com/willkoehrsen/start-here-a-gentle-introduction)(2021-01-29) - 2nd kernel
(https://www.kaggle.com/willkoehrsen/introduction-to-manual-feature-engineering)(2021-02-01) - 3rd kernel
(https://www.kaggle.com/eliotbarr/stacking-test-sklearn-xgboost-catboost-lightgbm)(2021-02-02) - 4th kernel
(https://www.kaggle.com/jsaguiar/lightgbm-7th-place-solution)(2021-02-02 ~ 2021-02-03)
1st level. Costa-rican competition (https://www.kaggle.com/c/costa-rican-household-poverty-prediction)
- 1st kernel
(https://www.kaggle.com/willkoehrsen/a-complete-introduction-and-walkthrough)(2021-02-04) - 2nd kernel
(https://www.kaggle.com/youhanlee/3250feats-532-feats-using-shap-lb-0-436)(2021-02-05) - 3rd kernel
(https://www.kaggle.com/skooch/xgboost)(2021-02-08)
1st level. Statoil competition (https://www.kaggle.com/c/statoil-iceberg-classifier-challenge)
- 1st kernel
(https://www.kaggle.com/devm2024/keras-model-for-beginners-0-210-on-lb-eda-r-d)(2021-02-09) - 2nd kernel
(https://www.kaggle.com/devm2024/transfer-learning-with-vgg-16-cnn-aug-lb-0-1712)(2021-02-10) - 3rd kernel
(https://www.kaggle.com/wvadim/keras-tf-lb-0-18)(2021-02-11 ~ 2021-02-12)
1st level. Fruits 360 (https://www.kaggle.com/uciml/mushroom-classification)
- 1st kernel
(https://www.kaggle.com/amadeus1996/fruits-360-transfer-learning-using-keras)(2021-02-15)
2nd level. Fashion MNIST (https://www.kaggle.com/zalando-research/fashionmnist)
- 1st kernel
(https://www.kaggle.com/shivamb/how-autoencoders-work-intro-and-usecases)(2021-02-16) - 2nd kernel
(https://www.kaggle.com/bugraokcu/cnn-with-keras)(2021-02-17)
1st level. Tensorflow competition (https://www.kaggle.com/c/tensorflow-speech-recognition-challenge)
- 1st kernel
(https://www.kaggle.com/davids1992/speech-representation-and-data-exploration)(2021-02-18) - 2nd kernel
(https://www.kaggle.com/alphasis/light-weight-cnn-lb-0-74)(2021-02-19) - 3rd kernel
(https://www.kaggle.com/ivallesp/wavception-v1-a-1-d-inception-approach-lb-0-76)(2021-02-22)
1st level. New-York taxi competition (https://www.kaggle.com/c/nyc-taxi-trip-duration)
- 1st kernel
(https://www.kaggle.com/gaborfodor/from-eda-to-the-top-lb-0-367)(2021-02-23) - 2nd kernel
(https://www.kaggle.com/drgilermo/dynamics-of-new-york-city-animation)(2021-02-24) - 3rd kernel
(https://www.kaggle.com/aiswaryaramachandran/eda-baseline-model-0-40-rmse)(2021-02-25) - 4th kernel
(https://www.kaggle.com/danijelk/beat-the-benchmark)(2021-02-26)
1st level. Zillow competition (https://www.kaggle.com/c/zillow-prize-1)
- 1st kernel
(https://www.kaggle.com/sudalairajkumar/simple-exploration-notebook-zillow-prize)(2021-02-26) - 2nd kernel
(https://www.kaggle.com/anokas/simple-xgboost-starter-0-0655)(2021-03-01) - 3rd kernel
(https://www.kaggle.com/viveksrinivasan/zillow-eda-on-missing-values-multicollinearity)(2021-03-01) - 4th kernel
(https://www.kaggle.com/aharless/xgboost-lightgbm-and-ols-and-nn)(2021-03-02)
1st level. Data bowl 2018 (https://www.kaggle.com/c/data-science-bowl-2018)
- 1st kernel
(https://www.kaggle.com/stkbailey/teaching-notebook-for-total-imaging-newbies)(2021-03-02) - 2nd kernel
(https://www.kaggle.com/keegil/keras-u-net-starter-lb-0-277)(2021-03-03) - 3rd kernel
(https://www.kaggle.com/kmader/nuclei-overview-to-submission)(2021-03-05)
1st level. Spooky competition (https://www.kaggle.com/c/spooky-author-identification)
- 1st kernel
(https://www.kaggle.com/arthurtok/spooky-nlp-and-topic-modelling-tutorial)(2021-03-08) - 2nd kernel
(https://www.kaggle.com/abhishek/approaching-almost-any-nlp-problem-on-kaggle)(2021-03-10) - 3rd kernel
(https://www.kaggle.com/sudalairajkumar/simple-feature-engg-notebook-spooky-author)(2021-03-12)
2nd level. Mercari (https://www.kaggle.com/c/mercari-price-suggestion-challenge)
- 1st kernel
(https://www.kaggle.com/thykhuely/mercari-interactive-eda-topic-modelling)(2021-03-15) - 2nd kernel
(https://www.kaggle.com/knowledgegrappler/a-simple-nn-solution-with-keras-0-48611-pl)(2021-03-17) - 3rd kernel
(https://www.kaggle.com/rumbok/ridge-lb-0-41944)(2021-03-19) - 4th kernel
(https://www.kaggle.com/peterhurford/lgb-and-fm-18th-place-0-40604)(2021-03-22)
3rd level. Toxic competition (https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge)
- 1st kernel
(https://www.kaggle.com/sbongo/for-beginners-tackling-toxic-using-keras)(2021-03-24) - 2nd kernel
(https://www.kaggle.com/jagangupta/stop-the-s-toxic-comments-eda)(2021-03-26) - 3rd kernel
(https://www.kaggle.com/tunguz/logistic-regression-with-words-and-char-n-grams)(2021-03-29) - 4th kernel
(https://www.kaggle.com/rhodiumbeng/classifying-multi-label-comments-0-9741-lb)(2021-03-29)
1st level. Credit card (https://www.kaggle.com/mlg-ulb/creditcardfraud)
- 1st kernel
(https://www.kaggle.com/joparga3/in-depth-skewed-data-classif-93-recall-acc-now)(2021-03-31) - 2nd kernel
(https://www.kaggle.com/matheusfacure/semi-supervised-anomaly-detection-survey)(2021-04-02)
2nd level. Kaggle survey(https://www.kaggle.com/kaggle/kaggle-survey-2017)
- 1st kernel
(https://www.kaggle.com/ash316/novice-to-grandmaster)(2021-04-05 ~ 2021-04-11) - 2nd kernel
(https://www.kaggle.com/mhajabri/what-do-kagglers-say-about-data-science)(2021-04-12 ~ 2021-04-16) - 3rd kernel
(https://www.kaggle.com/hakkisimsek/plotly-tutorial-1)(2021-04-19 ~ 2021-04-23)