I will perform knn imputation with feature selection

Are you struggling with missing data in your dataset? Do you need accurate predictions using Logistic Regression, but your data is incomplete? I can help!

As a skilled data analyst with experience in handling real-world datasets, I offer professional data imputation and Logistic Regression services to transform your raw data into actionable insights.

Data Imputation Expertise:

• KNN Imputation: I specialize in K-Nearest Neighbors (KNN) imputation, a powerful technique to fill missing values with precision, preserving the underlying data distribution. I will find the optimal number of neighbors (N) to achieve the most accurate imputation, testing different 'n_neighbors' values and reporting on their impact.
• Simple Imputation: For simpler cases, I also offer basic imputation methods (mean, median, mode) as appropriate, ensuring your data is complete and ready for analysis.
• Data Cleaning & Preprocessing: I will handle your data carefully, ensuring it's properly formatted and cleaned before imputation, addressing outliers where necessary.