Freelance Data & AI Tasks (Self-Driven Projects) — dataset review & cleaning
Reviewed and cleaned structured and unstructured datasets used for machine learning tasks. Ensured high data quality through inspection and validation of dataset contents before they were used for AI training. Applied basic data analysis practices to support dataset readiness and reduce labeling noise.• Conducted dataset review to identify missing, incorrect, or inconsistent entries.• Cleaned and normalized textual data for ML training workflows.• Used Python-based processing for handling structured/unstructured data.• Supported quality improvements for text-based AI projects.