Crop recommendation dataset
Source: https://www.kaggle.com/datasets/madhuraatmarambhagat/crop-recommendation-dataset
Here we take an agriculture dataset, with the goal to build a classifier based on a given set of attributes to determine the best crop to be grown for getting maximum benefit.
Here we performed following tasks: -
- Checking feature distribution
- Data quality check
- Univariate analysis
- Bivariate analysis
- Feature engineering
- Splitting the dataset into training, validation and test sets.
- Normalization of dataset
- Training the model using Random Forest
- Evaluation of the model