Ranjitha Umesh
Working Student and Master Thesis AI
Experience
Working Student and Master Thesis AI
ZMI GmbH
- Build an AI Setup Assistant using small language models and prompt engineering to extract structured JSON from natural language via REST workflows.
- Expand the system into a conversational chatbot with Text-to-SQL capabilities for natural language interaction with SQL databases.
- Design and integrate a schema (knowledge base) for all database tables, stored in a vector database to enable contextual retrieval.
- Implement a Retrieval-Augmented Generation (RAG) pipeline, leveraging the schema for improved accuracy, contextual understanding, and query performance.
- Deploy the Text-to-SQL chatbot and RAG system using Docker containers.
Software Intern
Societe Generale
- Support the GTS Department (GTC/DWS/CPS-Paris1000333) by resolving service tickets (AD renaming, group formation, account creation, data relocation) using Jump and Impulse tools.
- Gain hands-on experience in Active Directory (AD) administration, including user/group management, logical structure organization, and security through authentication and access control.
- Contribute to network and data management operations, ensuring accurate issue resolution, compliance with owner expectations, and smooth system functionality across multiple regions (EUR, ASI).
Industries Experience
See where this freelancer has spent most of their professional time. Longer bars indicate deeper hands-on experience, while shorter ones reflect targeted or project-based work.
Experienced in Information Technology (1.5 years) and Banking and Finance (0.5 years).
Business Areas Experience
The graph below provides a cumulative view of the freelancer's experience across multiple business areas, calculated from completed and active engagements. It highlights the areas where the freelancer has most frequently contributed to planning, execution, and delivery of business outcomes.
Experienced in Information Technology (2 years), Business Intelligence (1.5 years), and Product Development (1.5 years).
Skills
Analytical Problem Solving
Complex Problem Solving
Critical Thinking
Knowledge Sharing
Technical Documentation
Rag
Llm
Python
Tensorflow
Machine Learning
Pandas
Numpy
Vector Database
Langchain
Git
Sql
Rest Api Management
Docker
Azure
Prompt Engineering
Nlp
Ci/cd
Databricks
Languages
Education
Technische Hochschule Würzburg-Schweinfurt
Master in Artificial Intelligence · Artificial Intelligence · Würzburg, Germany
Siddaganga Institute of Technology
Master Of Computer Applications · Computer Applications · Tumakuru, India
Vidyavahini First Grade College
Bachelor of Computer Application · Computer Application · Tumakuru, India
Certifications & licenses
Big Data Analytics- Certificate
IBM
Programming Essentials In Python
Cisco
Profile
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