Professional Overview
I’m Aman Singh, an AI/ML Engineer with 4+ years of experience in Machine Learning, Generative AI, LLMs, RAG pipelines, and MLOps. Currently, I’m working with HTC Global Services, where I build production-grade AI solutions using technologies like LangChain, Azure OpenAI, GPT-4o, Pinecone, FastAPI, Docker, and MLflow.
Experience
AI Expertise
Skills
Employment Type
Description of Responsibilities
- * Built production RAG pipelines using LangChain, Azure OpenAI GPT-4o, and Pinec
- Developed LLM evaluation frameworks using RAGAS and G-Eval to measure hallucinat
- Deployed FastAPI AI services using Docker, Azure DevOps CI/CD, and MLflow for mo
Key Achievements / KPIs
- * Reduced undetected production errors by 35% through automated LLM hallucinatio
- Improved task accuracy by 18% using prompt engineering and few-shot optimization
- Reduced model selection time by 40% through structured LLM benchmarking and eval
- Reduced rollback time by 60% with MLflow versioning and zero-downtime model depl
Education
Field of Study: Ai Ml Engineer
Field of Study: Ai Ml Engineer
Areas of Expertise
Data Science & Analytics
Extract business insights from raw data using statistical modelling, predictive analytics, A/B testing, and interactive dashboards.
AI & Machine Learning Engineers
Design, train, and ship production ML models — from data pipelines to model inference at scale. Covers supervised learning, neural networks, LLM integration, and model optimisation.
Automation & AI Workflows
Build intelligent automation pipelines, integrate AI APIs into existing tools, and replace manual workflows with agentic AI systems.
