Skills
Experience Level
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Work Experience
Senior AI Architect - Agent Specialist at Arm Cambridge
June 1, 2025 - PresentLed design and deployment of a multi-agent AI system to automate credit analysis for 1,500+ clients; managed a team of five engineers delivering AI products on schedule. Engineered a specialized agent for real-time news analysis of unlisted companies, enabling improved credit management and risk assessment. Validated agent performance on production-grade platforms (Databricks Mosaic AI, Vertex AI). Developed a lightweight agent orchestration framework in Python with custom memory management and established model governance to monitor accuracy and reliability. Served as the interface between business and technical teams to finalize architecture and development plans; advanced LLM performance monitoring and DevOps-driven metrics.
AI Solutions Engineer at British Telecom, Jaguar LR & SKY Telecom
April 1, 2022 - May 1, 2025Designed and built retrieval-augmented generation (RAG) pipelines, including chunking optimization, embedding generation, vector DB management (Pinecone), and query processing. Developed prompting techniques to improve outputs, achieving ~15% reduction in operational costs. Automated knowledge extraction with NotebookLM; built data ingestion pipelines using AWS SageMaker; implemented data migration to AWS cloud data warehousing; deployed multi-agent architectures and CI/CD via Azure DevOps.
Lead Data Science Engineer at HCL Technologies
October 1, 2020 - February 1, 2022Developed a yoga pose detection pipeline (45 poses) deployed on GCP with Flask; built CNN-based image analysis; created App Engine app, Streamlit frontend, and Cloud Function automation. Contributed to banking data migration (Malaysia); built DataFlow pipelines from Pub/Sub to BigQuery; implemented cybersecurity analytics using PySpark.
Statistical Analyst - Data at Fiserv India
August 1, 2019 - October 1, 2020Engineered classification models to predict probability scores in card analytics; developed UI prototypes using Streamlit and Flask; advised on cloud-based solutions on GCP/Azure and cost-effective configurations; collaborated with stakeholders to align cloud architecture.
Software Engineer - Data Science at JK Technosoft
August 1, 2018 - July 1, 2019Developed analytics platform based on Kinesis, EMR, Elasticsearch integrated with SageMaker; built NLP-driven recommendation systems; translated customer needs into cloud solutions on AWS/GCP.
R&D Consultant - Data Science at Software AG
March 1, 2018 - July 1, 2018Deployed a Google Cloud-based chatbot using Dialogflow; addressed record matching with word2vec and cosine similarity.
Engineer - Data Science at Ericsson (Bangalore)
January 1, 2017 - February 1, 2018Analyzed data needs to model telecom functionalities (alarms, downtime, traffic); performed feature selection to reduce dimensionality and improve model performance.
Engineer - Data Science at Quadgen Wireless Inc (Contract for Ericsson, Bangalore)
August 1, 2015 - December 1, 2016Contract role focusing on data science solutions for telecom projects.
Education
Post Graduate Certificate in Information and Communication Engineering at University of Leicester
September 1, 2013 - November 1, 2014Bachelor of Engineering in Electronics & Communication Engineering at Karpagam University
January 1, 2007 - January 1, 2011Qualifications
GENAI Certification: Build LLM from Scratch
January 11, 2030 - January 22, 2026Google Cloud Machine Learning Certified
January 11, 2030 - January 22, 2026Industry Experience
Telecommunications, Software & Internet, Financial Services, Professional Services, Education
Skills
Experience Level
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
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