Awesome Data Science Competition Techniques

Pipelines

Data Clean and Preprocess

Exploratory Data Analysis

1. A Comprehensive Guide to Data Exploration
2. Data visualizations on the Iris dataset

Feature Engineering

1. 使用sklearn做单机特征工程
2. 知乎：特征工程到底是什么？
3. Discover Feature Engineering, How to Engineer Features and How to Get Good at It

Model Building and Parameter Tuning

Model Ensembling

1. Kaggle Ensembling Guide

General Guides

1. Approaching (Almost) Any Machine Learning Problem
2. 如何在Kaggle首战中进入前10%
3. Kaggle数据挖掘比赛经验分享——陈成龙

Solutions

1. 1st Place Solution for Search Results Relevance Competition on Kaggle

Competition Websites

1. Kaggle
2. Datacastle
3. Tianchi
4. DrivenData
5. Analytics Vidhya
6. Data Science Game
7. InnoCentive
8. BienData
9. Kesci