KaggleStudy

Kaggle KR 캐글 스터디 커널 커리큘럼을 참고하여 필사
https://kaggle-kr.tistory.com/32

2021/03/06 ~ 04/03 (3주간) : Tabular data 필사 진행
Study 매주 토요일 PM 10:30 ~ at Zoom 💻

날짜	분류	Data
20.03.20	Classification	아래 Classification으로 분류된 Data 중 택 1
20.03.27	Regression	1st level. New York City Taxi Trip Duration
20.04.03	Regression	2nd level. Zillow Prize: Zillow’s Home Value Prediction (Zestimate)
4월 중	금융/회귀/시계열	제주 신용카드 빅데이터 경진대회

Binary classification : Tabular data

1st level. Titanic: Machine Learning from Disaster

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

2nd level. Porto Seguro’s Safe Driver Prediction

• Data Preparation & Exploration
• Interactive Porto Insights - A Plot.ly Tutorial
• XGBoost CV (LB .284)
• Porto Seguro Exploratory Analysis and Prediction

3rd level. Home Credit Default Risk

• Introduction: Home Credit Default Risk Competition
• Introduction to Manual Feature Engineering
• Stacking Test-Sklearn, XGBoost, CatBoost, LightGBM
• LightGBM 7th place solution

Multi-class classification : Tabular data

1st level. Costa Rican Household Poverty Level Prediction

• A Complete Introduction and Walkthrough
• 3250feats->532 feats using shap[LB: 0.436]
• XGBoost

Regression : Tabular data

1st level. New York City Taxi Trip Duration

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

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

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