Rohan Loganathan Reddy

• •Spearheaded the full end-to-end deployment of a secure AWS platform for internal AI application development across dev, test, and prod environments.
• •Implemented robust VPC network infrastructure, IAM policies, ECS (Fargate) integration, ALB-based routing, and container orchestration with ECR + Docker.
• •Configured secure secrets management using AWS Secrets Manager and Parameter Store, ensuring compliance with best practices.
• •Worked closely with the internal ML team to support the deployment and scalability of generative AI models, without using frameworks like FastAPI.
• •Managed DNS routing with Route 53 and architected CI/CD pipelines via GitHub Actions for seamless infrastructure and model deployments.

• •Developed a full-stack prototype for an LLM-based RAG system integrating OpenAI APIs with FAISS, LangChain, and Python.
• •Constructed a complete search and question-answering engine using Retrieval-Augmented Generation (RAG) pipelines and vector embeddings from academic corpora.
• •Integrated LangChain memory, prompt templates, and chaining capabilities for modular experimentation.
• •Deployed interactive demo environments with Streamlit, allowing fast evaluations and demo sharing.
• •Implemented modular retrievers, QA chains, and integrated external datasets to assess model generalization.
• •Optimized latency using OpenAI function-calling and asynchronous execution for sub-second query resolution.

• •Assisted in delivering lectures and designing assignments for the graduate-level Reinforcement Learning course (CS 584).
• •Mentored master's students on policy iteration, DQN, and deep RL topics, while grading complex homework and projects.

• •Led development of Financial BI Reports for Oracle Fusion ERP (Finance, SCM), reducing report generation time by 50% and minimizing errors by 20%.
• •Independently designed and deployed key reports including P&L and Cash Flow statements, enhancing billing efficiency and business insight.
• •Recognized as the ACE Consultant FY22 for Dubai Holdings for delivering high-impact, scalable ERP reporting solutions and multitasking across verticals.
• •Worked with Oracle Cloud Integrations to ingest and integrate third-party datasets into the client’s ERP cloud infrastructure.
• •Delivered presentations and collaborated with client-side finance and operations teams to create custom BI and FRS reports for ERP and SCM systems.
• •Led Oracle Fusion and SCM Cloud data migrations for global clients such as Bahri Dubai, Computer Share Australia, and Dubai Holdings.
• •Improved ETL workflows and automated financial data summaries, enabling faster turnaround and strategic analytics for business decisions.

Previous Experience