Established an automated content categorization and tagging pipeline using NLP techniques and BERT-based text representations, enabling scalable classification of unstructured text data. Improved text classification quality by applying advanced EDA, cleaning and tokenization, ensuring high-integrity model inputs and consistent tagging outputs.