/gemstone_price_prediction

Diamond Price Prediction

About the Data :

The dataset The goal is to predict price of given diamond (Regression Analysis).

There are 10 independent variables (including id):

  • id : unique identifier of each diamond
  • carat : Carat (ct.) refers to the unique unit of weight measurement used exclusively to weigh gemstones and diamonds.
  • cut : Quality of Diamond Cut
  • color : Color of Diamond
  • clarity : Diamond clarity is a measure of the purity and rarity of the stone, graded by the visibility of these characteristics under 10-power magnification.
  • depth : The depth of diamond is its height (in millimeters) measured from the culet (bottom tip) to the table (flat, top surface)
  • table : A diamond's table is the facet which can be seen when the stone is viewed face up.
  • x : Diamond X dimension
  • y : Diamond Y dimension
  • z : Diamond Z dimension

Target variable:

  • price: Price of the given Diamond.

Dataset Source Link : https://www.kaggle.com/competitions/playground-series-s3e8/data?select=train.csv

Using poetry for virtual environments

cd pre-existing-project
poetry init
poetry add pendulum

The easiest way to activate the virtual environment is to create a nested shell with poetry shell.

To deactivate the virtual environment and exit this new shell type exit.

To deactivate the virtual environment without leaving the shell use deactivate.

To install the defined dependencies for your project, just run the install command poetry install