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

Descriptive Analysis:
Overall Summary:
- The candidate's resume shows relevant experience in Python and machine learning, with around 9.6 years of experience in web-based application development.
- The candidate mentions experience with Python libraries such as pandas, NumPy, and matplotlib, which aligns with the job requirements.
- The resume also mentions experience with web and application servers like Tomcat and Weblogic, which shows familiarity with server technologies.
- The candidate has experience with ORM tool Hibernate, which indicates knowledge of database management.
- The resume mentions experience with MySQL and Oracle databases, which aligns with the requirement of basic knowledge of DB and SQL.
- The candidate's resume lacks information about education qualification and specific knowledge of the domain/industry.
- The resume mentions skills in HTML, CSS, and Django, which align with the requirement of basic knowledge of UI and front-end design.
- The candidate's resume shows experience in developing machine learning algorithms and working with pre-trained models, which aligns with the requirement of knowledge of pre-trained OCR models and optimization.
- The resume mentions experience with tools like Spyder, Jupyter, and Visual Studio Code, which align with the requirement of hands-on experience with tools like Visual Studio Code or PyCharm or Jupyter or Anaconda.
- The resume mentions experience in Agile methodologies, which indicates familiarity with project management practices.
- The candidate's resume highlights skills in communication, problem-solving, and time management, which align with the requirement of strong written and verbal communication skills, good judgment, and time management skills.
- The resume mentions experience in developing OOP solutions in Python, which aligns with the requirement of ability to develop OOP solutions in Python and create and modify the client's internal Python libraries.

Overall, the candidate's resume shows a moderate fitment to the job requirements. The candidate has relevant experience in Python and machine learning, with hands-on experience in libraries like pandas and NumPy. However, the resume lacks information about years of experience and education qualification. The candidate also lacks specific knowledge of the domain/industry.