Experienced in building and deploying machine learning applications on Vertex AI within Google Cloud, with a focus on monitoring and logging ML pipelines. Proficient in leveraging Google Cloud services such as Pub/Sub, Cloud Storage, BigQuery, and Cloud Functions to design data pipelines for ingestion, transformation, and model integration. Adept at automating workflows, ensuring scalable, efficient ML operations across global markets.