Monirul Islam

About Monirul Islam

Results-driven, Results driven Hands-on GEN AI Architect / Team Lead with 9+ years of industry experience. I have 4 years of AI Development, one years\' experience in architecting and designing GEN AI- AI applications developing production-grade Generative AI LLMs for tasks including Multi Agentic Frame Work with Llama Index, Lang Chain/Graph with Optimized RAG using Azure Copilot-Studio, Open AI Studio, Azure Al Studio problem solving and analytical skills coupled proven ability to deliver best-in-class, bias free, explainable, production models on time and within budget in most of projects in Azure Cloud used other Clouds as well. I architected, designed and developed, and worked on Pre-Post Deployment and Productionized Gen AI Models in Azure and Google clouds.• I lead the team with fast development using Copilot Studio with Azure.• Lead cross-disciplinary teams in the development and deployment of Al applications.• Designed and Developed and Productionized and maintain production-level GenAI systems using ChatGPT, Llama Index, Llama3,2, Lang Chain/Graph with Azure open Ai with Azure.• Collaborated with clients\' cross-sectional teams to drive the full lifecycle of feature and product development, from ideation to deployment.• Designed, implemented, and optimized serverless/micro service architectures for Af-powered solutions, ensuring reliability, scalability, and high performance.• Build and optimized retrieval-augmented generation (RAG) systems by designing metadata schemas and using vector embeddings to improve data retrieval accuracy and efficiency.• Worked extensively pre-Post Production with agile development practices and DevOps, ML Ops, and LLM Ops tools and technologies.• Strong problem-solving skills and ability to work collaboratively in an agile environment. solutions.

Experience

1. Assistant Manager

   KPMG

   Jun 2023 — Present · Bengaluru, IN

   Assistant Manager | GEN AI Architect/GEN AI Lead [Hands-on Coder] at KPMGJune 2023 – PresentAs a Generative AI Architect and Lead at KPMG, I specialize in designing, developing, and pre-productionizing advanced Generative AI and LLM solutions, driving innovation for clients across diverse sectors. My role involves hands-on coding and strategic leadership in the rapidly evolving AI landscape.Key Contributions:Architected & Developed Production-Grade Gen AI Systems: Spearheaded the architecture, design, and development of a GEN AI based HR Management System and an Audit Compliance Helper System using Azure OpenAI with Azure Cloud for accelerated development.Optimized RAG & Multi-Agentic Frameworks: Implemented Multi Agentic Frameworks with Llama Index and Lang Chain/Graph for optimized Retrieval-Augmented Generation (RAG). Designed metadata schemas and utilized vector embeddings to enhance data retrieval accuracy and efficiency, including converting embeddings into FAISS Vector Database.Led AI/ML Model Deployment & MLOps: Managed the deployment of AI/ML models using custom-designed Azure AI Studio/Open AI Studio/ML Flows/Kube Flows/ML Ops with Azure Cloud. Conducted performance monitoring and resolved data drift/model lift issues.Ensured AI Security & Explainability: Performed critical security assessments including Prompt Injection, Red Teaming, and Jail Breaking prevention using frameworks like Garak, Prompt Fuzzer, HouYi, PyRIT, and PromptMap, ensuring robust and bias-free models.Developed Specialized AI Applications: Architected and coded \"Impact GPT\" using Azure OpenAI - GPT-4 Turbo-Preview for HR query retrieval, integrating with Pinecone Vector Store. Built an AI-Powered Health Pathways system for symptom checking and appointment scheduling, leveraging Azure Cloud and Open AI Studio. Developed a Gen AI Emulator for remote troubleshooting using DALL-E, GAN, and Diffusion Models.

Education

• Dr. B.C. Roy Engineering College

  Bachelor's degree(B.tech)

  2011 — 2015

• Champapukur madhyamik vidyalaya

  Madhyamik

  2008 — 2009