
I’m an AI/ML Engineer passionate about building intelligent systems that solve real-world problems using Large Language Models, RAG architectures, and production-grade MLOps.
Currently pursuing my Master’s in Data Science at Saint Peter’s University while working on my startup SyGenticAI, where I architect agentic AI systems and optimize LLM performance on reasoning benchmarks.
WHAT I DO: • Design and deploy production-ready LLM applications using RAG, embeddings, and semantic search • Build scalable ML pipelines with distributed training and model optimization (quantization, LoRA/QLoRA) • Implement cloud-native AI solutions on AWS Bedrock, Azure OpenAI, and GCP Vertex AI • Develop MLOps workflows with Kubernetes, Docker, MLflow, and CI/CD automation
TECHNICAL EXPERTISE: Languages & Frameworks: Python, PyTorch, TensorFlow, LangChain, HuggingFace LLM Technologies: RAG systems, prompt engineering, fine-tuning, quantization (GGUF/GPTQ), vLLM Cloud & MLOps: AWS (Bedrock, SageMaker), Azure OpenAI, Kubernetes, Docker, Terraform Data Engineering: Apache Spark, Kafka, Airflow, Databricks, Snowflake Vector Databases: Pinecone, Weaviate, Chroma, FAISS
RECENT ACHIEVEMENTS: → Improved LLM reasoning accuracy by 35% on GSM8K and HumanEval benchmarks → Reduced ML inference costs by 50% through quantization and GPU optimization → Built microservices handling 10M+ daily events with 99.9% uptime → Designed enterprise RAG systems for large-scale semantic search
FEATURED PROJECTS: • PrometheusAI: Privacy-first offline LLM assistant for Android (LLaMA, Granite, GGUF) • NeuralScale: Distributed training framework with multi-GPU acceleration • OmniGen: Multi-modal generation engine using LoRA/LCM
I’m actively seeking full-time AI/ML Engineering opportunities where I can leverage my expertise in LLMs, RAG systems, and production AI to drive business impact.
samir.s.sengupta@gmail.com https://www.github.com/SamirSengupta https://www.samcodeman.com https://www.linkedin.com/in/samirsengupta/
Let’s connect if you’re working on cutting-edge AI problems or hiring for ML/AI roles!