Purvansh Singh

Agentic AI, Databricks, real‑time anomaly detection, and enterprise‑grade RAG systems.

Databricks • DLT • MLflow • UC Multi‑Agent Orchestration Kafka/Kinesis Streaming LIDAR • Geospatial
4+
Years in AI/ML
10+
Prod Deployments
5
Tech Talks
Portrait of Purvansh Singh
Kaggle Databricks GSoC TensorFlow Udacity

Featured Projects

All projects →

Agentic AI from Demos → Production (AgentBricks)

GenAI

Designed evaluation framework on Databricks to move multi‑agent systems into production with UC‑governed datasets, MLflow tracking, and telemetry dashboards.

  • Tools: DLT, MLflow, UC, Mosaic AI
  • Impact: Faster promotion cycles, measurable reliability

Real‑time Network Anomaly Detection

Streaming

PRTG → Kafka/Kinesis → DLT pipeline with Pandas UDFs using Isolation Forest & SHAP, delivering per‑event feature importances and alerts.

  • Latency: sub‑minute anomaly detection
  • Ops: Auto‑retraining on concept drift

AMIGA — Automated Code Migration Agent

Agents

Multi‑agent orchestration for refactoring legacy code to modern stacks with test generation, static analysis, and CI hooks.

  • Result: 30–50% faster migrations (pilot)
  • Quality: Guardrails + eval harness

Conversational Tourism Concierge (RAG)

RAG

Hyper‑personalized itinerary planner with real‑time weather/events, access‑controlled retrieval, and multi‑workspace UC governance.

  • Stack: Delta Lake, Vector search, LangChain‑style orchestration
  • Security: Row/column‑level controls via UC

Experience

  1. Celebal Technologies — AI Architect

    Agentic AI solutions on Databricks, evaluation frameworks, enterprise RAG architectures.

  2. Data Scientist — Real‑time ML

    Streaming pipelines, anomaly detection, AIOps for network & sensor data.

  3. Open‑source & Research

    GSoC contributor; Amazonia archaeology AI (OpenAI to Z Challenge) using LIDAR & satellite data.

Talks & Certifications

Tech Talk: Evaluating AI Agents via AgentBricks

Designing KPIs, datasets, and guardrails for production agents on Databricks.

Databricks Certifications

Solution Architect • GenAI Engineer Associate • Data Engineer

Community & Writing

Blogs on RAG, streaming ML, and UC governance. (Link your posts)

Let’s build something production‑ready.

Open to architecting end‑to‑end GenAI systems, streaming ML, and agent evaluation platforms. Mentoring and advisory too.

LinkedIn Kaggle GitHub

© Purvansh Singh • Built with Tailwind • Deployed on GitHub Pages • Press ⌘/Ctrl+K for command palette

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