Data Analysis

Data analysis is a crucial step in machine learning, involving data exploration and visualization. Data_analysis helps identify trends, patterns, and correlations within datasets. Effective data analysis enables accurate model training and hyperparameter tuning. Data_analysis also involves handling missing values, outliers, and noise in datasets. By visualizing data distributions, insights can be gained into dataset characteristics.