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

---

```html
<h5 style="font-family:Roboto; font-size:0.88rem; font-weight:bold;">Overall Summary</h5>
<ol style="font-family:Roboto; font-size:0.88rem;">
  <li>The candidate demonstrates strong alignment with the roles and responsibilities outlined in the job requirements. They have experience designing, developing, and deploying AI models, collaborating with interdisciplinary teams, optimizing AI models, and maintaining machine learning pipelines. However, explicit mention of mentoring junior team members is missing, which slightly impacts the score.</li>
  <li>With over 5 years of experience in AI/ML development and deployment, the candidate perfectly meets the required 4-6 years of experience. This is clearly stated in the resume.</li>
  <li>The candidate holds a BTech in Computer Science with a strong academic record (CGPA 8.81), fulfilling the educational qualification requirement.</li>
  <li>The candidate possesses a wide range of relevant skills, including advanced Python programming, TensorFlow, PyTorch, Pandas, and Docker. They also demonstrate expertise in AI/ML frameworks, NLP, computer vision, and ML pipeline automation tools. However, some specific tools like MLflow and Kubeflow are not explicitly mentioned, which slightly reduces the score.</li>
  <li>The candidate has extensive experience in the IT, AI, and ML domains, working with reputed clients and delivering high-value projects. This aligns perfectly with the domain/industry requirement.</li>
  <li>Key competencies such as problem-solving, independent work, collaboration, and leadership are evident from their experience leading teams and managing projects. However, there is limited evidence of mentoring or adaptability to new AI technologies, which slightly impacts the score.</li>
  <li>The candidate holds certifications relevant to AI/ML, including those related to Python, LangChain, and Generative AI. While these certifications are impressive, some specific certifications related to tools like MLflow, Kubeflow, or AWS SageMaker are not mentioned, which slightly reduces the score.</li>
</ol>
```