/airbnb-room-type

[PYTHON] Airbnb NYC room type classification machine learning models

Primary LanguageJupyter Notebook

airbnb-room-type

ISOM3400 (Python Programming for Business Analytics): Project 3

  • Airbnb NYC room type classification machine learning models

  • Learning Objectives: identify business objectives, analyse dataset, implement predictive models, present findings
  • Python Libraries: pandas, numpy, sklearn, matplotlib, seaborn, missingno, urllib
    • Machine Learning Models: Logistic Regression, Random Forest, Decision Tree, K-Nearest Neighbor, Neural Network, Support Vector Machine
  • Improvements: use cvgrid for machine learning hyperparameters tuning to avoid overfitting