Sowmiyalakshmi G

Product Manager

Chennai, Tamil Nadu, India7 yrs 2 mos experience
Most Likely To SwitchHighly Stable

Key Highlights

  • 4+ years of experience in AI and Machine Learning.
  • Mentored over 200 professionals in career transitions.
  • Expertise in semantic search and vector embeddings.
Stackforce AI infers this person is a Machine Learning Engineer with a focus on AI-driven solutions in the tech industry.

Contact

Skills

Core Skills

Artificial Intelligence (ai)Machine LearningData EngineeringData AnalysisData Visualization

Other Skills

Data IngestionQuery ProcessingLarge Language Models (LLMs)Vector DatabaseCosine SimilarityKNN SearchesPythonSemantic SearchDocument SimilarityWeb ScrapingVector Embedding ModelsCI/CD PipelinesUser Requirements AnalysisContinuous IntegrationDeployment Management

About

I am a mathematician changed into an Engineer. I am a passionate Machine Learning Engineer with over 4 + years of experience in developing intelligent solutions that bridge the gap between raw data and actionable insights. Currently working as a Technology Analyst at Infosys. I specilize in applying Python-driven machine leraning techniques, Natural language processing(NLP) and AI-powered tools to solve real-world problems. I have developed the strong expertise in semantic search, vector embeddings, and intgrated AI/ML models to enhance buisness process. I am well-versed in SQL, PostgreSQL and NLP tools. ๐“๐ž๐œ๐ก๐ง๐ข๐œ๐š๐ฅ ๐ฌ๐ค๐ข๐ฅ๐ฅ๐ฌ: - Data Science - Programming: Python - Databases: SQL, Postgres, Neo4j - Frameworks & Tools: Github, FastAPI, Flask, Tableau, PowerBi - Docker - Jenkins - Visualisation Tools - Advance Excel I enjoy mentoring freshers and no-IT professionals transitioning to data roles, sharing knowledge and fostering a collaborative learning environment.

Experience

7 yrs 2 mos
Total Experience
2 yrs 4 mos
Average Tenure
4 yrs 5 mos
Current Experience

Infosys

3 roles

Technology Analyst

Apr 2025 โ€“ Present ยท 1 yr 1 mo

  • Architected a two-stage RAG pipeline integrating Data Ingestion and Query Processing components for efficient document retrieval and AI-assisted response synthesis.
  • Developed the Data Ingestion Block to process and embed textual data (documents, notes, and unstructured text) into high-dimensional vector representations (โ‰ฅ768 dimensions) using large language models (LLMs), storing results in a vector database.
  • Built the Query Block, converting user queries into embeddings and performing cosine similarity or approximate KNN searches across the embedding space to identify the top three contextually relevant documents.
  • Enhanced the final response generation by integrating retrieved context into an LLM-driven synthesis process, ensuring coherent and contextually accurate outputs.
  • Optimized the end-to-end RAG flow, reducing latency and improving retrieval accuracy for internal document search and automation use cases.
Data IngestionQuery ProcessingLarge Language Models (LLMs)Vector DatabaseCosine SimilarityKNN Searches+2

Senior Systems Engineer

Promoted

Jan 2024 โ€“ Apr 2025 ยท 1 yr 3 mos

  • Spearheaded AI/ML integration initiatives, developing Python-based solutions for semantic search, document similarity, and automated web scraping using BeautifulSoup and Requests, enhancing data accessibility and workflow efficiency.
  • Led critical components of a large-scale migration project, demonstrating strong system architecture knowledge, analytical thinking, and problem-solving skills to ensure smooth transitions and minimal downtime.
  • Experimented with vector embedding models such as MS MARCO and FAISS, significantly improving internal document retrieval accuracy and automation performance.
  • Contributed to production support, identifying and resolving system issues, optimizing infrastructure performance, and collaborating with cross-functional teams to ensure reliability.
  • Implemented and maintained CI/CD pipelines leveraging Docker and Jenkins, streamlining deployment automation and improving overall delivery efficiency.
PythonSemantic SearchDocument SimilarityWeb ScrapingVector Embedding ModelsCI/CD Pipelines+2

System Engineer

Dec 2021 โ€“ Jan 2024 ยท 2 yrs 1 mo

  • Collaborated closely with internal teams to analyze user requirements and design scalable, technical solutions aligned with business goals and system capabilities.
  • Set up, maintained, and enhanced a robust continuous integration and build infrastructure, ensuring seamless development and deployment workflows.
  • Led the deployment of releases into production, overseeing end-to-end delivery, monitoring system stability, and mitigating deployment risks.
  • Implemented automation in CI/CD pipelines using Jenkins, Docker, and GitHub, reducing manual overhead and accelerating release cycles.
  • Developed and optimized backend components leveraging Python, FastAPI, and PostgreSQL, contributing to data-driven decision-making and operational efficiency.
  • Explored and applied NLP techniques and graph-based modeling with Neo4j to enhance data connectivity and knowledge retrieval across internal systems.
  • Demonstrated strong communication and logical reasoning skills, fostering collaboration between technical and non-technical stakeholders to ensure successful solution delivery.
User Requirements AnalysisContinuous IntegrationDeployment ManagementBackend DevelopmentNLP TechniquesGraph-based Modeling+2

Topmate.io

Career Coach

Jun 2023 โ€“ Present ยท 2 yrs 11 mos

Career Development CoachingCareer StrategistCareer Counseling

Karka kasadara edulabs

2 roles

Rapid Content Editor/ Data Analyst

Oct 2019 โ€“ Nov 2021 ยท 2 yrs 1 mo

  • Designed and developed engaging instructional content and PowerPoint presentations for Mathematics concepts, ensuring clarity, alignment with curriculum goals, and learner engagement.
  • Created structured instructional designs and lesson plans, translating complex topics into accessible, interactive formats for diverse learning levels.
  • Reviewed and edited content produced by internal team members and external contributors to maintain quality, accuracy, and consistency.
  • Developed interactive and multimedia learning materials to enhance the digital school curriculum and improve student understanding through visual learning aids.
  • Collaborated across cross-functional teams, managing multiple tasks efficiently and ensuring timely delivery of high-quality educational content.
Instructional DesignContent DevelopmentPowerPoint PresentationsMultimedia Learning Materials

Data Analyst

Mar 2019 โ€“ Dec 2021 ยท 2 yrs 9 mos

  • Developed statistical models and conducted exploratory data analysis to identify patterns and trends. Designed and developed interactive visualizations using Tableau to convey complex data in a clear and intuitive manner. Presented dashboards and reports to stakeholders, providing valuable insights and aiding in strategic decision-making.
Statistical ModelsExploratory Data AnalysisInteractive VisualizationsTableauData AnalysisData Visualization

Hdb financial services ltd.

Management Information System Coordinator

Jun 2019 โ€“ Oct 2019 ยท 4 mos ยท Chennai Area, India

  • Developed and delivered comprehensive MIS reports in multiple formats, tailored to meet diverse business and management requirements with accuracy and timeliness.
  • Utilized advanced Excel functionalities including Pivot Tables, VLOOKUP, and complex formulas to analyze, summarize, and visualize key business metrics.
  • Ensured on-time, high-quality report delivery, maintaining data integrity and supporting strategic decision-making across departments.
  • Demonstrated strong proficiency in Microsoft Office tools, streamlining reporting workflows and improving efficiency through automation and data validation.
MIS ReportsAdvanced ExcelData Integrity

University of madras

Summer Internship

May 2018 โ€“ Jun 2018 ยท 1 mo

  • Learned about the Data mining techniques..

United india insurance company limited

Internship Program

Apr 2017 โ€“ May 2017 ยท 1 mo ยท Chennai, Tamil Nadu, India

Education

Ethiraj College for Women, Chennai

Master's degree โ€” Mathematics

Jan 2017 โ€“ Jan 2019

Career For Women

Bachelor's degree โ€” Mathematics

Jan 2014 โ€“ Jan 2017

Ethiraj College for Women, Chennai

Bachelor of Science โ€” Mathematics

M.O.P. Vaishnav College for Women (Autonomous)

Master's Degree โ€” Mathematics

University of Madras

Master of Business Administration - MBA โ€” Systems Management

invalid562524

Master of Business Administration

Stackforce found 100+ more professionals with Artificial Intelligence (ai) & Machine Learning

Explore similar profiles based on matching skills and experience