The Azure Application Deployment and Management Diploma course, part of the Microsoft Professional Program in Cloud Administration, focuses on modern application deployment solutions. Students learn about containers, orchestration, and various deployment techniques, culminating in five assignment submissions instead of exams for assessment. Successful completion allows for a formal certificate, enhancing career prospects.