Handling multimodal datasets increases privacy and compliance challenges. Layered auditing techniques protect sensitive information while preserving analytical value. Tools like differential privacy and federated methods enhance security. Students in a Data Scientist Course or Data Scientist Course in Nagpur gain hands-on experience. Ethical auditing ensures both trust and insight. https://medium.com/@excelrposts/ensuring-trust-across-data-types-privacy-auditing-strategies-for-multimodal-datasets-53c813c2f207