케글 필사 - 이유한님 커리큘럼 따라하기

https://kaggle-kr.tistory.com/32

[이유한님] 캐글 코리아 캐글 스터디 커널 커리큘럼

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Binary classification : Tabular data

1st level. Titanic: Machine Learning from Disaster

Titanic - Machine Learning from Disaster | Kaggle

• 타이타닉 튜토리얼 1 - Exploratory data analysis, visualization, machine learning - 3/16(수) 완료
• EDA To Prediction(DieTanic) - 3/21(월) 완료
• Titanic Top 4% with ensemble modeling - 3/23(수) 완료
• Introduction to Ensembling/Stacking in Python - 3/30(수) 완료

2nd level. Porto Seguro’s Safe Driver Prediction

Porto Seguro’s Safe Driver Prediction | Kaggle

• Data Preparation & Exploration - 4/8(금) 완료
• Interactive Porto Insights - A Plot.ly Tutorial - 4/13(수) 완료
• XGBoost CV (LB .284) - 6/7(화) 완료
• Porto Seguro Exploratory Analysis and Prediction - 6/8(수) 완료

3rd level. Home Credit Default Risk

Home Credit Default Risk | Kaggle

• Introduction: Home Credit Default Risk Competition - 6/14(화) 완료
• Introduction to Manual Feature Engineering - 6/28(화) 완료
• Stacking Test-Sklearn, XGBoost, CatBoost, LightGBM - 7/1(금) 완료
• LightGBM 7th place solution - 7/14(목) 완료

 

Multi-class classification : Tabular data

1st level. Costa Rican Household Poverty Level Prediction

Costa Rican Household Poverty Level Prediction | Kaggle

• A Complete Introduction and Walkthrough - 8/3(수) 완료
• 3250feats->532 feats using shap[LB: 0.436] - 8/10(수) 완료
• XGBoost

 

Binary classification : Image classification

1st level. Statoil/C-CORE Iceberg Classifier Challenge

Statoil/C-CORE Iceberg Classifier Challenge | Kaggle

• Keras Model for Beginners (0.210 on LB)+EDA+R&D
• Transfer Learning with VGG-16 CNN+AUG LB 0.1712
• Submarineering.EVEN BETTER PUBLIC SCORE until now.
• Keras+TF LB 0.18

 

Multi-class classification : Image classification

1st level. TensorFlow Speech Recognition Challenge

TensorFlow Speech Recognition Challenge | Kaggle

• Speech representation and data exploration
• Light-Weight CNN LB 0.74
• WavCeption V1: a 1-D Inception approach (LB 0.76)

 

Regression : Tabular data

1st level. New York City Taxi Trip Duration

New York City Taxi Trip Duration | Kaggle

• Dynamics of New York city - Animation
• EDA + Baseline Model
• Beat the benchmark!

2nd level. Zillow Prize: Zillow’s Home Value Prediction (Zestimate)

Zillow Prize: Zillow’s Home Value Prediction (Zestimate) | Kaggle

• Simple Exploration Notebook - Zillow Prize
• Simple XGBoost Starter (~0.0655)
• Zillow EDA On Missing Values & Multicollinearity
• XGBoost, LightGBM, and OLS and NN

 

Object segmentation : Deep learning

1st level. 2018 Data Science Bowl

2018 Data Science Bowl | Kaggle

• Teaching notebook for total imaging newbies
• Keras U-Net starter - LB 0.277
• Nuclei Overview to Submission

 

Natural language processing : classification, regression

1st level. Spooky Author Identification

Spooky Author Identification | Kaggle

• Spooky NLP and Topic Modelling tutorial
• Approaching (Almost) Any NLP Problem on Kaggle
• Simple Feature Engg Notebook - Spooky Author

2nd level. Mercari Price Suggestion Challenge

Mercari Price Suggestion Challenge | Kaggle

• Mercari Interactive EDA + Topic Modelling
• A simple nn solution with Keras (~0.48611 PL)
• Ridge (LB 0.41943)
• LGB and FM [18th Place - 0.40604]

3rd level. Toxic Comment Classification Challenge

Toxic Comment Classification Challenge | Kaggle

• [For Beginners] Tackling Toxic Using Keras
• Stop the S@#$ - Toxic Comments EDA
• Logistic regression with words and char n-grams
• Classifying multi-label comments (0.9741 lb)

 

Other dataset : anomaly detection, visualization

1st level. Credit Card Fraud Detection

Credit Card Fraud Detection

• In depth skewed data classif. (93% recall acc now)
• Anomaly Detection - Credit Card Fraud Analysis
• Semi-Supervised Anomaly Detection Survey

2nd level. Kaggle Machine Learning & Data Science Survey 2017

2017 Kaggle Machine Learning & Data Science Survey

• Novice to Grandmaster
• What do Kagglers say about Data Science ?
• PLOTLY TUTORIAL - 1