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

Descriptive Analysis:
Overall Summary:
- The candidate's resume shows some alignment with the job requirements, but there are also significant gaps and weaknesses.

- Roles & Responsibilities: The candidate's experience as a Data Analyst and their involvement in machine learning projects indicate some familiarity with AI technologies and models. However, there is no mention of specific experience with CNN/RNN models, LLM, or GenAI technologies, which are important for the job. The score of 4 reflects the partial alignment.

- Years of Experience: The resume does not provide any information about the candidate's years of experience, resulting in a score of 0.

- Education Qualification: The candidate holds a Bachelor's degree in ECE, which is not directly related to IT/Computer Science/software engineering. However, it is still a relevant field, and the score of 6 reflects this partial alignment.

- Skills/Knowledge: The resume mentions Python, SQL, Pandas, and some Python frameworks, which align with the required skills. However, there is no mention of AI architectures, IDP, RAG, GenAI technologies, Neural Networks, NLP, transformers, or AWS tools and technologies, which are important for the job. The score of 4 reflects the partial alignment.

- Domain/Industry: The resume does not mention any specific knowledge of the US Mortgage origination & servicing domain, resulting in a score of 0.

- Key Competencies: The resume mentions strong analytical skills, statistical modeling, and predictive modeling, which align with the key competencies required for the job. However, there is no mention of AI architecture design and development, knowledge of AI technologies, or proficiency in Python and relevant frameworks. The score of 4 reflects the partial alignment.

- Certifications: The resume does not mention any relevant certifications, resulting in a score of 0.

Overall, the candidate's resume shows some alignment with the job requirements in terms of education qualification and some skills. However, there are significant gaps in experience, domain knowledge, and key competencies. The candidate may not be a strong fit for the job based on the provided resume.