hariprasath-v / AV_job-a-thon-june-2022

Machine learning model to predict if the user would buy the product in the next 3 months or not.

AV_job-a-thon-june-2022

Competition hosted on analyticsvidhya.com

About

Machine learning model to predict if the user would buy the product in the next 3 months or not based on the user's past activities and user-level information.

Competition private LB Rank:14/836

Final Score 0.7540983607

Evaluation Metric F1 score.

File information

• AV_job_a_thon_june_2022_EDAipynb

  Packages Used,

   * seaborn
   * Pandas
   * Numpy
   * Matplotlib
  

  Basic Exploratory Data Analysis

• AV-job-a-thon-june-2022-Model.ipynb

  Packages Used,

    * Sklearn
    * Pandas
    * Numpy
    * Matplotlib
    * pycaret
  

  Data Pre-processing

  Compared multiple classifiers using pycaret’s compare_models function. Then took the top 3 models based on the f1 score then blend the model by using pycaret blend_models function.

  For more detailed information about the model.

ROC curve

Precision & Recall curve

Confusion Matrix for hold-out set

Catboost validation curve

Catboost model feature Importance

Prediction plot