Bulldozer Price Regression 🚜

The goal of the contest is to predict the sale price of a particular piece of heavy equiment at auction based on it's usage, equipment type, and configuaration. The data is sourced from auction result postings and includes information on usage and equipment configurations.

Fast Iron is creating a "blue book for bull dozers," for customers to value what their heavy equipment fleet is worth at auction.

Regression Model

A regresison model provides a function that describes the relationship between one or more independent variables and a response, dependent, or target variable.

Time Series Analysis

Time series analysis is a specific way of analyzing a sequence of data points collected over an interval of time. In time series analysis, analysts record data points at consistent intervals over a set period of time rather than just recording the data points intermittently or randomly. However, this type of analysis is not merely the act of collecting data over time.

What sets time series data apart from other data is that the analysis can show how variables change over time. In other words, time is a crucial variable because it shows how the data adjusts over the course of the data points as well as the final results. It provides an additional source of information and a set order of dependencies between the data.

Time series analysis typically requires a large number of data points to ensure consistency and reliability. An extensive data set ensures you have a representative sample size and that analysis can cut through noisy data. It also ensures that any trends or patterns discovered are not outliers and can account for seasonal variance. Additionally, time series data can be used for forecasting—predicting future data based on historical data.

Note: Download Dataset from Here. And paste to data/

ENVIRONMENT INSTALLATION 👇

Mini-Conda Environment

This will install all the project required packages 😀

In current dir:

conda env create --name mymlenv --prefix ./env -f environment.yml

Packages used

scikit-learn
pandas
numpy
matplotlib
seaborn

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