Google Cloud Professional Data Engineer certification was ranked #1 on Global Knowledge's list of 15 top-paying certifications in 2021! 87% of Google Cloud certified users feel more confident in their cloud skills. This program provides the skills you need to advance your career and provides training to support your preparation for the industry-recognized Google Cloud Professional Data Engineer certification. ​Professional Data Engineers enable data-driven decision making by collecting, transforming, and publishing data. A Data Engineer should be able to design, build, operationalize, secure, and monitor data processing systems with a particular emphasis on security and compliance; scalability and efficiency; reliability and fidelity; and flexibility and portability. A Data Engineer should also be able to leverage, deploy, and continuously train pre-existing machine learning models. The course hones in on essential areas such as data management, data analytics, machine learning, and artificial intelligence. Key focal points of the course include data management, analytics, as well as machine learning and artificial intelligence techniques. Participants will engage in practical exercises and projects to reinforce their understanding and skills. The course emphasizes hands-on learning through practical exercises and projects aimed at solidifying comprehension. The course caters to data scientists, solution architects, devops engineers, and those interested in exploring machine learning and data engineering within Google's environment. Professionals in roles such as data scientists, solution architects, and devops engineers will find the course beneficial, as it delves into machine learning and data engineering on Google's platform. Participants will gain proficiency in processing real-time data streams, storing and accessing data efficiently in the cloud, and utilizing GCP's pre-trained AI APIs.