/bulldozer-price

Primary LanguageJupyter Notebook

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BULLDOZER PRICE PREDICTION

This is a supervised regression time series problem , to build a model to predict the prices of bulldozer using various factors that can affect the price.

Motivation

i just wanted to get my hands durty on a larger datasets


Content

  • Basic exploratory data analysis
  • Data cleaning to remove null values
  • Feature engineering to extract seasonality from the data
  • building custom RMSLE evaluation metrics, which was stated as the base metrics
  • Buillding model using randomforestregressor
  • Hyperparameter tuning using Randomizedsearchcv
  • Making predictions with the model

tools used

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