Vinay Gandhi

Manufacturing correlation engine — PLC telemetry, MES work orders, and streaming ML inference.

IIoT telemetry — PLCs, OPC UA, Kafka, and GraphQL for digital-twin style dashboards.

Quality-focused RAG pipeline — retrieval, LangGraph-style orchestration, and eval hooks.

Question answering over documents with retrieval-augmented generation patterns.

Agent-oriented flows for analytics workloads and structured reasoning over data.

Conveyance & rotating equipment PM: MQTT anomalies, BM25 RAG over manuals, optional LLM diagnosis, React dashboard.

Edge CLIP implementation with AWS serverless path and MES-style FastAPI integration.

EV battery assembly vision stack: 2.5D RGB+depth fusion, VLM-style inference API, PLC halt & MES audit trail.

VLM-powered vehicle damage assessment — raw image to structured, routable damage intelligence in under 90 seconds.

Sim-to-real VLA fine-tuning profiler: WebDataset → FlashAttention-2 → FSDP. 3.3× throughput, −65% training cost per 500K-frame run.

Privacy-preserving distributed intelligence and federated learning for sensitive data silos.

ARIMA(2,1,1) baseline upgraded to LSTM + TFT + N-BEATS ensemble — dbt feature mart, Airflow DAG, MLflow experiment tracking, FastAPI serving, Kafka streaming, and Prometheus drift monitoring.

Sim-to-real RL pipeline: PPO policy trained in Gymnasium, exported to TFLite, deployed on ESP32 for physical pendulum balance.

Ground rover with semantic scene understanding — ROS 2 Humble, LiDAR SLAM, TensorRT FP16 on Jetson Orin Nano at ≥30 FPS.

DETCP reference stack — MQTT → Rust edge (NATS JetStream) → gRPC → Go cloud (Kafka → TimescaleDB) for factory & fleet telemetry.

High-throughput, sub-100ms ML engine for real-time financial defense using Kappa-style streaming design.

Enterprise fleet OTA orchestration — NATS control plane, S3 data plane, Go orchestrator, and React command center.

Data pipelines and extraction patterns for crypto-market style analytical workloads.

Market sentiment analytics — real-time data aggregation, scoring, and visualization across financial instruments.

PM-authored PRD and React/TypeScript prototype for the human-in-the-loop recovery workflow when a robot's autonomous policy fails on the factory floor.

Attribute exact dollar value to human-in-the-loop robotic teleoperation data — Streamlit dashboard surfacing operator quality at per-session granularity.