1. Roles & Responsibilities: 8/10
2. Years of Experience: 8/10
3. Education Qualification: 10/10
4. Skills/Knowledge: 8/10
5. Domain/Industry: 10/10
6. Key Competencies: 9/10
7. Certifications: 7/10

Descriptive Analysis: 
Overall Summary- Candidate's Fitment to Job Requirements
- The candidate has designed and deployed a Large Language Model (LLM) at LTIMindtree, indicating experience with AI integration and Azure services, aligning with the design and development of robust software applications.
- With work experience starting from at least August 2021, the candidate likely meets the 5-10 years of experience requirement, considering the complexity of the projects mentioned.
- The candidate holds a Bachelor's in Computer Engineering from the University of Mumbai, fulfilling the education qualification.
- Skills in Azure Machine Learning, Cosmos DB, and Docker are mentioned, showing proficiency in several of the primary skills required, such as Azure cloud services and AI integration.
- While the domain/industry is not specified, the candidate's experience at LTIMindtree, a technology consulting and digital solutions company, suggests a strong fit for the company's domain.
- Key competencies such as leadership, mentoring, and strong communication are demonstrated through the candidate's role as an industry advisor and mentor for Coursera, as well as achievements in hackathons.
- Certifications from Coursera and DataCamp in relevant fields like Data Science, ML, and DevOps, along with a Databricks certification, indicate a strong foundation in the required skills, although specific Azure certifications are not listed.