HackerEarth Machine Learning challenge: Adopt a buddy

F1-Score: 90.69872 ( Rank 1 F1-Score 91.18537 )

Rank: 50 ( Top 1 % out of 5,000+ participants )

Leaderboard: https://www.hackerearth.com/challenges/competitive/hackerearth-machine-learning-challenge-pet-adoption/leaderboard/pet-adoption-9-5838c75b/

Important steps performed in the challenge

1. Exploratory Data Analysis (EDA)
2. Feature Engineering 
3. Feature Encoding (OneHotEncoding, Mean Encoding)
4. Handling Imbalance (SMOTE)
5. Pycaret ( Comparing various models quickly )
6. Keras ANN

Janatahack: Healthcare Analytics II

Private leaderboard Rank: 167 ( 467 participants)

Accuracy: 42.335 ( Rank 1 accuracy 43.908 )

Leaderboard: https://datahack.analyticsvidhya.com/contest/janatahack-healthcare-analytics-ii/#LeaderBoard