Apache License 2.0

项目介绍

the-black-knight-01/Data-Science-Competitions 是一个托管在 GitHub 上的开源项目,采用 Apache License 2.0 许可证,目前获得 812 个 Star、188 次 Fork。

仓库全名
the-black-knight-01/Data-Science-Competitions
开源许可证
Apache License 2.0
Star 数
812
Fork 数
188

README 摘要

Please send pull request if you want to add more competition solutions. For Comment and Suggestions: Discusssion Thread: 1. Kaggle Regression Elo Merchant Category Recommendation 5th Place Solution (Explanation) 7th Place Solution (Explanation) 10th Place Solution (Explanation) 11th Place Solution (Explanation) 19th Place Solution (Explanation) 21th Place Solution (Explanation)(code) Classification Santander…

完整内容见 GitHub 原始 README 或本页 。

常见问题

Data-Science-Competitions 可以免费商用吗?

仓库采用 Apache License 2.0 许可证,可免费使用与修改,商业使用请遵守许可证条款(例如保留版权声明与许可声明)。

如何获取 Data-Science-Competitions 的源码?

可以直接克隆仓库:git clone https://github.com/the-black-knight-01/Data-Science-Competitions.git,默认分支为 master;安装与运行步骤见仓库 README。

Data-Science-Competitions 最近还在维护吗?

仓库最近一次更新为 2020年1月30日,当前没有未关闭的 Issue;Star 数为 812,可作为社区活跃度的参考。

关于

Goal of this repo is to provide the solutions of all Data Science Competitions(Kaggle, Data Hack, Machine Hack, Driven Data etc...).

描述取自 GitHub 官方 API,中文内容由 GitRead 中文社区 编辑团队整理。

README

Please send pull request if you want to add more competition solutions.

For Comment and Suggestions: Discusssion Thread:

1. Kaggle

Regression

Elo Merchant Category Recommendation

Classification

Santander Customer Transaction Prediction
PetFinder.my Adoption Prediction
Santander Product Recommendation

Text Classification

Jigsaw Unintended Bias in Toxicity Classification
Quora Insincere Questions Classification
Quora Question Pairs
Toxic Comment Classification Challenge

Document Classification & Data extraction

Tradeshift Text Classification

Time series analysis

Two Sigma: Using News to Predict Stock Movements
Web Traffic Time Series Forecasting
Rossmann Store Sales

QnA System:

TensorFlow 2.0 Question Answering

Recommendation System:

Santander Product Recommendation

Coreference Resolution

Gendered Pronoun Resolution

Signal Processing

LANL Earthquake Prediction

Image Classification

Cdiscount’s Image Classification Challenge
Right Whale Recognition

Video Challenge

The 3rd YouTube-8M Video Understanding Challenge

Semantic Segmentation & Instance Segmentation

APTOS 2019 Blindness Detection
iMaterialist (Fashion) 2019 at FGVC6:
TGS Salt Identification Challenge
Airbus Ship Detection Challenge
2018 Data Science Bowl (DSB2018)

GAN

Generative Dog Images

2. DataHack by Analytics Vidya

Innoplexus Online Hiring Hackathon: Sentiment Analysis
  • 14th Place Solution (code)
  • 25th Place Solution (code)
  • 27th Place Solution (code)
  • 29th Place Solution (code)
Genpact Machine Learning Hackathon
  • 13th Place Solution (code)
  • 32th Place Solution (code)
Game of Deep Learning: Computer Vision Hackathon
Capillary Machine Learning Hackathon
  • 4th Place Solution (code)
  • 12th Place Solution (code)
  • 13th Place Solution (code)

3. Machine Hack

Predicting The Costs Of Used Cars - Hackathon By Imarticus Learning
Predict A Doctor’s Consultation Fee Hackathon
Predict The Flight Ticket Price Hackathon
Predicting Restaurant Food Cost Hackathon
  • 5th Place Solution (code)
  • 7th Place Solution (code)

4. Driven Data

Competition
America’s Next Top (Statistical) Model
Box-Plots for Education
Countable Care: Modeling Women’s Health Care Decisions
From Fog Nets to Neural Nets
Keeping it Fresh: Predict Restaurant Inspections
Naive Bees Classifier
Senior Data Science: Safe Aging with SPHERE
Pri-matrix Factorization
Pover-T Tests: Predicting Poverty
Random Walk of the Penguins
N+1 Fish, N+2 Fish
Power Laws: Forecasting Energy Consumption
Power Laws: Anomaly Detection
Power Laws: Optimizing Demand-side Strategies
Power Laws: Cold Start Energy Forecasting
Sustainable Industry: Rinse Over Run

5. CrowdANALYTIX

Extraction of product attribute values
PKPD Modeling: Predict Exacerbation in patients with COPD
Identifying Superheroes from product images
  • 34th Place Solution (code)
  • Another Solution: code
  • Another Solution: code

6. Hacker Earth

Amazon ML Hiring Challenge

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