interviewBubble / Data Science Competitions
Licence: apache-2.0
Goal of this repo is to provide the solutions of all Data Science Competitions(Kaggle, Data Hack, Machine Hack, Driven Data etc...).
Stars: ✭ 572
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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 Customer Transaction Prediction
- 1st Place Solution (Explanation)
- 2nd Place Solution (Explanation)(code)
- 5th Place Solution (Explanation)
- 7th Place Solution (Explanation)
- 9th Place Solution (Explanation)
- 10th Place Solution (Explanation)
- 29th Place Solution (Explanation)(code)
PetFinder.my Adoption Prediction
- 2nd Place Solution (Explanation)(code)
- 3rd Place Solution (Explanation & code)
- 6th Place Solution (Explanation & code)
- 8th Place Solution (Explanation & code)
- 10th Place Solution (Explanation & code)
- Place Solution (Explanation & code)
Santander Product Recommendation
- 1st Place Solution (Explanation)
- 2nd Place Solution (Explanation)(code)(Blog)
- 3rd Place Solution - R language (Explanation & code)
- 4th Place Solution (Explanation)
- 5th Place Solution (Explanation)(code)
- 8th Place Solution (Explanation)(code)
- 11th Place Solution (Explanation)(code)
Text Classification
Jigsaw Unintended Bias in Toxicity Classification
- 2nd Place Solution (Explanation)
- 3rd Place Solution (Explanation)
- 4th Place Solution (Explanation)(code)(Kaggle Kernel)
- 8th Place Solution (Explanation)(code)
Quora Insincere Questions Classification
- 1st Place Solution (Explanation)
- 2nd Place Solution (Explanation)
- 3rd Place Solution (Explanation)(code)
- 4th Place Solution (Explanation)(code)
- 7th Place Solution (Explanation)
Quora Question Pairs
- 1st Place Solution (Explanation)
- 2nd Place Solution (Explanation)
- 3rd Place Solution (Explanation)
- 7th Place Solution (Explanation)
- Some interesting solutions from the web (write-up)
- 24 Place Solution (Explanation)(code)
Toxic Comment Classification Challenge
- 1st Place Solution (Explanation)
- 2nd Place Solution (Explanation)
- 3rd Place Solution (Explanation)
- 27 Place Solution (Explanation)(code)
- Collection of winning solutions (write-up)
Document Classification & Data extraction
Tradeshift Text Classification
- 1st Place Solution (Explanation)(code)
- 28th Place Solution (Explanation & code)
- 71th Place Solution (code)
- Another Solution (code)
Time series analysis
Two Sigma: Using News to Predict Stock Movements
- 49th Place Solution (Explanation & code)
- 91th Place Solution (Explanation & code)
- 113th Place Solution (Explanation & code)
- 119th Place Solution(Explanation & code)
- Post-competition thoughts(write-up)
Web Traffic Time Series Forecasting
- 1st Place Solution (Explanation)(code)
- 2nd Place Solution (Explanation)(code)
- 3rd Place Solution (Explanation)
- 6th Place Solution (Explanation)(code)
- Tips from the winning solutions (write-up)
- General Approach (write-up)
Rossmann Store Sales
- 1st Place Solution (Explanation)
- 3rd Place Solution (Explanation)(code)
QnA System:
TensorFlow 2.0 Question Answering
Recommendation System:
Santander Product Recommendation
- 1st Place Solution (Explanation)
- 2nd Place Solution (Explanation)(code)
- 3rd Place Solution (Explanation & code)
- 4th Place Solution (Explanation)
Coreference Resolution
Gendered Pronoun Resolution
- 1st Place Solution (Explanation)(code)
- 3rd Place Solution (Explanation)
- Place Solution (Explanation)(code)
- Place Solution (Explanation)(code)
- Top solutions (write-up)
Signal Processing
LANL Earthquake Prediction
- 1st Place Solution (Explanation)(code)
- 2nd Place Solution (Explanation)
- 3rd Place Solution (Explanation)
- 5th Place Solution (Explanation)
- Gold Medal Solutions (write-up)
Image Classification
Cdiscount’s Image Classification Challenge
- 1st Place Solution (Explanation)
- 5th Place Solution (Explanation)(Video Tutorial with Eng subtitles)
- 7th Place Solution (Explanation)
- 8th Place Solution (Explanation)
- 9th Place Solution (Explanation)
Right Whale Recognition
- 1st Place Solution (Explanation)(code)
- 2nd Place Solution (Explanation)(code)
Video Challenge
The 3rd YouTube-8M Video Understanding Challenge
- 5th Place Solution (Explanation)
- 6th Place Solution (Explanation)
- 7th Place Solution (Explanation)
Semantic Segmentation & Instance Segmentation
APTOS 2019 Blindness Detection
- 1st Place Solution (Explanation)
- 2nd Place Solution (Explanation)
- 4th Place Solution (Explanation)
- 5th Place Solution (Explanation)
- 7h Place Solution (Explanation)(code)
- 8th Place Solution (Explanation)(code)
- 🏅Gold Medal Solutions list 🏅
iMaterialist (Fashion) 2019 at FGVC6:
- 1st Place Solution (Explanation)(code)
- 2nd Place Solution(Explanation)
- 3rd Place Solution(Explanation)
TGS Salt Identification Challenge
- 1st Place Solution (Explanation)(code)
- 4th Place Solution (Explanation)(code)
- 9th Place Solution (Explanation)(code)
Airbus Ship Detection Challenge
- 1st Place Solution (Explanation)
- 6th Place Solution (Explanation)
- 8th Place Solution (Explanation)(code)
- 9th Place Solution (Explanation)
- Few lessons learned (4th place) (Explanation)
2018 Data Science Bowl (DSB2018)
- 1st Place Solution (Explanation)(code)
- 2nd Place Solution (Explanation & code)
- 3rd Place Solution (Explanation)(code)
- 4th Place Solution (Explanation)(code)
GAN
Generative Dog Images
- P1st lace Solution (Explanation)
- Place Solution (Explanation)(code)
- Place Solution (Explanation)(code)
- Place Solution (Explanation)(code)
- Place Solution (Explanation)(code)
- Gold Medal Solutions
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
Game of Deep Learning: Computer Vision Hackathon
- 1st Place Solution (code)
- 2nd Place Solution (code)
- 3rd Place Solution (code)
- 5th Place Solution (Explanation)(code)
Capillary Machine Learning Hackathon
3. Machine Hack
Predicting The Costs Of Used Cars - Hackathon By Imarticus Learning
- 5th Place Solution (code)
- 11th Place Solution (Explanation & code)
Predict A Doctor's Consultation Fee Hackathon
- 3rd Place Solution (code)
- 8th Place Solution (Explanation & code)
Predict The Flight Ticket Price Hackathon
- 3rd Place Solution (code)
- 11th Place Solution (Explanation & code)
Predicting Restaurant Food Cost Hackathon
4. Driven Data
5. CrowdANALYTIX
Extraction of product attribute values
- 1st Place Solution (Explanation)
PKPD Modeling: Predict Exacerbation in patients with COPD
- 3rd Place Solution (Explanation)
Identifying Superheroes from product images
6. Hacker Earth
Amazon ML Hiring Challenge
- Score: 73.4% Solution (Explanation & code)
- Score 66%: Solution (Explanation & code)
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