Kaggle

This repository contains a series of scripts tackling popular Kaggle problems/datasets.

Explored topics

• Binary classification
• Multiclass classification
• Regression
• Anomaly detection
• Data transformation
• Exploratory data analysis
• Model evaluation
• Loss functions/metrics
• Machine learning models
• Hyperparameter search

Problems

• Malware detection
• Bank marketing (successful marketing calls prediction)
• Credit card fraud detection
• Genetic variant conflict classifier
• Graduate university admission regression
• Heart disease UCI regression
• Loan default prediction
• Malware detection kernel
• Pulsar star detection
• SMS spam filter
• Telco customer churn predictor

Used technologies

• Python
• Scikit-learn
• Keras
• Matplotlib
• Pandas

Datasets areas

• Economical data
• Customer data
• Software activity
• Astronomical data
• Educational data
• Health data
• Marketing data