Open to opportunities

Aravind Shounik Vanga

@aravindshounikvanga

Message

Machine Learning engineer specializing in scalable Generative AI and semantic search systems for enterprise platforms.

India

Message

What I'm looking for

I seek roles building production-scale ML/AI systems (RAG, embeddings, conversational AI) in collaborative teams that value security, scalability, and measurable impact.

I am a machine learning engineer with hands-on experience building scalable Generative AI and semantic search solutions in enterprise environments. At ServiceNow I designed a RAG-enabled system with metadata-driven knowledge graphs, implemented embeddings (OpenAI, BERT, Sentence Transformers), and ensured ACL-based security and dynamic schema handling.

My background includes research on IoT blockchain data integrity, multiple applied projects in deep learning, fraud analytics, SDN flow feature extraction, and large-scale database design. I focus on robust, production-ready ML systems that integrate with business workflows and prioritize security, scalability, and measurable impact.

Experience

Work history, roles, and key accomplishments

Current

Associate Machine Learning Engineer

Current

ServiceNow

Jun 2024 - Present (1 year 6 months)

Designed and deployed a scalable ServiceNow scoped application integrating Retrieval-Augmented Generation with a metadata-driven knowledge graph and dynamic table selection, incorporating ACL-based security and automated schema updates to enable relevance-based semantic search across business units.

OpenAI BERT Sentence Transformers Semantic Search ServiceNow Knowledge Graphs Scoped Applications

Machine Learning Engineering Intern

ServiceNow

May 2023 - Jul 2023 (2 months)

Built a scalable generative AI system in ServiceNow UI Builder using GPT and lightweight LLMs for multi-turn conversational AI and ML-driven JSON code generation, and optimized prompts with ML workflows for secure metadata handling.

Generative AI GPT Lightweight LLMs Workflows

Education

Degrees, certifications, and relevant coursework

Indian Institute of Technology Hyderabad

Bachelor of Technology, Computer Science and Engineering

2020 - 2024

Grade: 8.66/10

Activities and societies: Course projects in deep learning, circular trade detection, SDN flow feature extraction, and database creation; research on IoT/blockchain data integrity; won Servicenow internship hackathon (team).

Completed a Bachelor of Technology in Computer Science and Engineering with a CGPA of 8.66/10, engaging in projects on deep learning, fraud analytics, SDN flow feature extraction, and database management.