and deploy Generative AI solutions with Databricks. Learn more → Spark Developer Spark Developers apply the Spark DataFrame API to complete basic data manipulation tasks within a Spark session. Associate The Databricks Certified Associate Developer for Apache Spark certification exam assesses the understanding of the Spark DataFrame API. ， Data analysts transform data into insights by creating queries， test and maintain batch and streaming data pipelines using the Databricks Lakehouse Platform and its capabilities. Associate The Databricks Certified Data Engineer Associate certification exam assesses an individual’s ability to use the Databricks Data Intelligence Platform to complete introductory data engineering tasks. Learn more → Professional The Databricks Certified Data Engineer Professional certification exam assesses an individual’s ability to use Databricks to perform advanced data engineering tasks. Learn more → ML Data Scientist Machine learning practitioners develop， build，。
test and maintain machine learning models and pipelines using Databricks Machine Learning and its capabilities. Associate The Databricks Certified Machine Learning Associate certification exam assesses an individual’s ability to use Databricks to perform basic machine learning tasks. Learn more → Professional The Databricks Certified Machine Learning Professional certification exam assesses an individual’s ability to use Databricks Machine Learning and its capabilities to perform advanced machine learning in production tasks. Learn more → Generative AI Engineer Associate The Databricks Certified Generative AI Engineer Associate certification exam assesses an individual's ability to design， deploy， data visualizations and dashboards using Databricks SQL and its capabilities. Associate The Databricks Certified Data Analyst Associate certification exam assesses an individual’s ability to use the Databricks SQL service to complete introductory data analysis tasks. Learn more → Data Engineer Data engineers design， develop。