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

<h5><b>Overall Summary</b></h5>
<ol style="font-family: Roboto; font-size: 0.88rem;">
    <li>The candidate demonstrates limited alignment with the specified roles and responsibilities. While there is experience in machine learning and AI projects, there is no direct mention of data engineering tasks such as designing data pipelines, data cleaning, or creating dashboards using Power BI. The focus is more on ML model development and generative AI.</li>
    <li>The candidate has less than one year of relevant experience, which aligns partially with the requirement of 0-1 year. However, the internships listed are more focused on machine learning rather than data engineering, which slightly reduces the relevance.</li>
    <li>The educational qualification is a strong fit, as the candidate is pursuing a Bachelor of Technology in Computer Science with a specialization in AI & ML, which is closely related to the required disciplines.</li>
    <li>The candidate possesses some of the required skills, such as Python (including Pandas, TensorFlow, and Matplotlib), MySQL, and basic SQL knowledge. However, there is no explicit mention of Power BI or advanced Excel skills, which are critical for this role.</li>
    <li>There is some exposure to the IT domain through internships and projects, but the focus is more on machine learning and AI rather than data engineering. This limits the domain/industry fit.</li>
    <li>The candidate demonstrates key competencies such as problem-solving, communication, and adaptability through projects and internships. However, there is no explicit evidence of collaboration with cross-functional teams or documentation of workflows, which are critical for this role.</li>
    <li>The certifications listed are relevant to machine learning and deep learning but do not directly align with the required certifications or skills in Python for data engineering, MySQL, Power BI, or Excel. This limits the score in this area.</li>
</ol>