1. Roles & Responsibilities: 6/10
2. Years of Experience: 2/10
3. Education Qualification: 10/10
4. Skills/Knowledge: 6/10
5. Domain/Industry: N/A
6. Key Competencies: N/A
7. Certifications: 0/10

Overall Summary- Detailed Analysis:
- The candidate has 3 years of experience in AI/ML engineering, which is less than the required 5-10 years, resulting in a lower score for years of experience.
- Roshan holds a Bachelor of Technology (B.Tech), which aligns with the required Bachelor of Engineering (BE) degree, granting a perfect score in education qualification.
- The resume demonstrates experience with AI/ML models, TensorFlow, NLP, and Python libraries, which are somewhat relevant to the Azure Machine Learning and Cognitive Services skills required. However, there is no explicit mention of Azure services experience, leading to an average score in skills/knowledge.
- There is evidence of leadership and collaboration, as seen in the project where the candidate worked with 5+ data engineers, which aligns with the roles and responsibilities of leading and mentoring but falls short of the specific Azure integration and monitoring responsibilities.
- No certifications are listed on the resume that would demonstrate expertise in Azure services, resulting in a score of 0 for certifications.
- The resume does not provide information on domain/industry knowledge or key competencies, and since no details are found in the job description for these sections, they are marked as N/A.
- The candidate's experience with Docker, APIs, and machine learning algorithms shows a foundation that could be relevant to the Azure DevOps and CI/CD pipelines skills required, but the lack of direct experience with Azure-specific tools and services impacts the overall fitment for the role.