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

Descriptive Analysis:
Overall Summary:
- The candidate's resume has some relevant experience and skills, but there are significant gaps in meeting the job requirements.

- Roles & Responsibilities: The candidate's resume mentions experience in developing projects related to disease detection and wine quality analysis. While these projects demonstrate some level of programming and data analysis skills, they do not directly align with the specific responsibilities mentioned in the job requirements. Therefore, the score is 4/10.

- Years of Experience: The resume does not provide any information about the candidate's years of experience, resulting in a score of 0/10.

- Education Qualification: The candidate has a Bachelor's degree in Computer Science Engineering, which is a relevant field. However, the resume does not provide any additional details about the education qualification, resulting in a score of 6/10.

- Skills/Knowledge: The resume mentions proficiency in Python programming and some web development skills. However, it does not mention any of the specific skills and technologies mentioned in the job requirements, such as AI architectures, IDP, RAG, GenAI technologies, Neural Networks, NLP, etc. Therefore, the score is 2/10.

- Domain/Industry: The resume does not mention any specific knowledge or experience in the US Mortgage origination & servicing domain, resulting in a score of 0/10.

- Key Competencies: The resume mentions some soft skills like time management, adaptability, problem-solving, and communication. However, it does not provide evidence of expertise in AI architecture design and development, knowledge of AI technologies, or proficiency in Python and relevant frameworks. Therefore, the score is 4/10.

- Certifications: The resume mentions some certifications in Python and JavaScript, but it does not mention any certifications related to the specific skills mentioned in the job requirements. Therefore, the score is 0/10.

Overall, the candidate's resume falls short in meeting the job requirements. The lack of relevant experience, specific skills, and certifications make the candidate a poor fit for the role.