AI / ML Engineer · Based in USA

Sai Chethan
Reddy Nayini

I build production AI systems — from real-time anomaly detection to LLM pipelines, RAG architectures, and agentic systems that ship and scale. M.S. Data Analytics Engineering, George Mason University · GPA 3.93

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4+
Years experience
3.93
GPA · George Mason
91%
RAG faithfulness score
43%
API cost reduction
Technical skills

The full stack, top to bottom

From data pipelines and model training to serving layers, vector databases, and production observability.

LLMs & Models
GPT-4o · Claude 3 · LLaMA 3
Mistral-7B · Ollama · AWS Bedrock · Azure OpenAI
Agentic AI
LangChain · LangGraph · AutoGen
ReAct · Tool Use · Multi-turn Memory · HITL
RAG & Retrieval
FAISS · ChromaDB · pgvector · Pinecone
Hybrid Search · Cohere Re-ranker · LlamaIndex
Fine-Tuning
LoRA · QLoRA · PEFT · SFT · DPO
Hugging Face TRL · RAGAS · ROUGE · BERTScore
ML Frameworks
PyTorch · Scikit-learn · XGBoost
LSTM · CNN · Transformers · IQR / Z-score anomaly
MLOps & Cloud
MLflow · Langfuse · AWS SageMaker · EKS
Docker · Kubernetes · Airflow · evidently.ai
Projects

Things I've built and shipped

Production systems with real metrics — not toy demos.

Voice AI · Personal Project
Portfolio Voice AI Assistant

Browser-based voice AI with faster-whisper STT, streaming LLM inference, sentence-buffered Piper TTS, and RAG over a personal knowledge base. The assistant you're talking to on this site.

Sub-300ms latencyStreaming pipelineRAG-grounded
Python · FastAPI · Whisper · Piper · ChromaDB · OpenAI · PostgreSQL · WebSockets · Docker
Multi-Agent · AI Systems
Multi-Agent Document Analysis System

LangGraph orchestration with 6 specialized agents — document ingestion, retrieval, risk computation, compliance validation, and LLM synthesis. Reduces analysis turnaround from hours to minutes.

91% RAGAS faithfulness87% answer relevancy43% cost reduction
Python · LangGraph · GPT-4o · pgvector · FAISS · FastAPI · AWS SageMaker · RAGAS
Anomaly Detection · ML
Real-Time IoT Anomaly Detection Platform

Production anomaly detection for solar panel sensor grids detecting early fire risk. Hybrid IQR / Z-score / ROC models with dynamic thresholding, FastAPI backend, PostgreSQL + Redis, Grafana dashboards.

35% faster detection60%+ fewer false positives8×8 sensor grid
Python · FastAPI · PostgreSQL · Redis · Grafana · MLflow · XGBoost · BERT · Docker
Vision + LLM · Personal Project
FDA Product Code Identifier

Flask web app automating FDA product code classification from label images using OpenAI Vision API. Batch processing consolidates multiple uploads into single API calls for throughput.

5 code categoriesBatch processingMobile responsive
Python · Flask · OpenAI Vision · HTML · CSS · JavaScript · AWS S3
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Contact

Let's build something

Open to senior AI/ML engineer roles where I own systems end to end. Remote or US-based.

Available for opportunities
Ready to ship
AI that works
in production.
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