A balanced dataset is characterized by equitable representation of all classes or categories within the data, preventing any single group from dominating the analysis. This helps avoid bias and enhances the model’s performance. Sampling — Downsampling vs Upsampling
Sampling is like taking a sip of soup to judge its taste before…