Hi! I'm an innovative AI/ML professional with extensive hands-on experience in Generative AI, Natural Language Processing, and search-based applications. I specialize in designing and deploying end-to-end solutions using cutting-edge RAG architectures, vector indexing, and prompt engineering. I enjoy collaborating across teams to build impactful AI systems that bridge business needs with technology. Currently, I'm expanding my expertise in MLOps, AWS, and Azure AI services to further push the boundaries of AI-driven automation. I love tackling complex challenges with creative and scalable AI applications that deliver real-world value.

Lichia Reghu

Hi! I'm an innovative AI/ML professional with extensive hands-on experience in Generative AI, Natural Language Processing, and search-based applications. I specialize in designing and deploying end-to-end solutions using cutting-edge RAG architectures, vector indexing, and prompt engineering. I enjoy collaborating across teams to build impactful AI systems that bridge business needs with technology. Currently, I'm expanding my expertise in MLOps, AWS, and Azure AI services to further push the boundaries of AI-driven automation. I love tackling complex challenges with creative and scalable AI applications that deliver real-world value.

Available to hire

Hi! I’m an innovative AI/ML professional with extensive hands-on experience in Generative AI, Natural Language Processing, and search-based applications. I specialize in designing and deploying end-to-end solutions using cutting-edge RAG architectures, vector indexing, and prompt engineering. I enjoy collaborating across teams to build impactful AI systems that bridge business needs with technology.

Currently, I’m expanding my expertise in MLOps, AWS, and Azure AI services to further push the boundaries of AI-driven automation. I love tackling complex challenges with creative and scalable AI applications that deliver real-world value.

See more

Experience Level

Expert
Expert
Intermediate
Intermediate

Language

English
Fluent
Kannada
Advanced
Hindi
Advanced

Work Experience

AI Consultant at bettercoach (Chat Agents)
January 1, 2024 - Present
Orchestrated the creation of a Generative AI-powered enquiry agent and coach using Azure OpenAI, LangChain, and Lang Graph, achieving a 95% accuracy in context-aware response generation. Developed robust ETL pipelines in Python for automated data ingestion, preprocessing, and transformation to support advanced analytics and downstream ML workflows. Implemented LLM performance evaluations using DeepEval and evaluated outputs for relevance, coherence, and factual accuracy to ensure model quality and trustworthiness. Collaborated closely with cross-functional stakeholders including product owners, engineers, and domain experts to define requirements, architect solutions, and drive successful delivery. Documented the API using swagger.
AI Consultant at AI-Powered Sustainability Evaluation Tool
January 31, 2025 - August 3, 2025
Designed and developed a streamlit based application to automate company sustainability assessments using real-time web data and LLMs. Integrated web search capabilities to dynamically retrieve ESG-related content from credible online sources. Modelled a Retrieval-Augmented Generation (RAG) pipeline to evaluate and score companies across Environmental, Social, and Governance (ESG) dimensions. Modelled a scoring engine using embeddings and LLMs to generate explainable sustainability ratings. Automated report generation with transparent references to source content, ensuring traceability and compliance with ESG reporting standards. Delivered a scalable prototype suitable for investment analysis, compliance monitoring, or corporate sustainability reporting and documented the project scope.
AI Consultant at bettercoach (Matching Tool)
December 31, 2023 - August 3, 2025
Designed end-to-end architecture for a coach matching system leveraging NLP and custom business logic. Led a 3-member team, managing task assignments, guiding technical implementation, and ensuring timely delivery. Defined and implemented a custom evaluation metric aligned with business goals for better recommendation quality. Finetuned BERT based sentence embeddings Machine Learning Model using sentence transformer framework on domain specific data. Integrated PineCone for vector indexing and retrieval, enabling efficient similarity-based coach recommendations. Deployed the final model to Hugging Face Hub for scalable inference and version control. Built and deployed a lightweight Flask app and documented the API using swagger.
Business Intelligence Consultant at Ooodles Ltd
September 30, 2023 - August 3, 2025
Achieved 60% data accuracy increase by participating in designing tables and defining ETL processes, improving BI dashboard. Improved data integration efficiency by 30% by developing a robust data pipeline to Amazon Redshift warehouse. Gained good understanding of the industry standard ETL process.
Sub Divisional Engineer at Bharat Sanchar Nigam Limited
August 31, 2022 - August 3, 2025
Designed and implemented bespoke data pipeline and ETL solutions for technical reporting (Voice Traffic) of GSM mobile core network, BSNL using Python and MySQL.
Junior Telecom Officer at Bharat Sanchar Nigam Limited
July 31, 2021 - August 3, 2025
Managed a team for maintenance of GSM core network elements like HLR, SGW, MSC, MGW, SGSN. Roaming Manager - roaming support team. Responsible for maintenance of infrastructure supporting critical core network elements. Managed a small team of 5 people for the power plant operations. Worked in multiple technologies handling the operations, customer service and daily equipment maintenance.
Lecturer at Amrita Vishwa Vidyapeetham
December 31, 2008 - August 3, 2025
Lecturer at Amrita Vishwa Vidyapeetham, teaching and guiding students.

Education

Master of Technology at National Institute of Technology Calicut
July 1, 2006 - June 30, 2008
Bachelor of Technology at Cochin University of Science and Technology
September 1, 2000 - July 31, 2004
Higher Secondary Education at Govt Higher Secondary School
January 1, 1998 - January 1, 2000

Qualifications

Introduction to Lang Graph
January 11, 2030 - August 3, 2025
AI Solutions Architecture (ELVTR)
January 11, 2030 - August 3, 2025
Python for Data Science (IBM)
January 11, 2030 - August 3, 2025
Introduction to Lang Graph (Langchain Academy)
January 11, 2030 - August 3, 2025

Industry Experience

Software & Internet, Telecommunications, Professional Services, Education, Energy & Utilities