Experience

Built, shipped — and invited to teach.

A compact view of the roles, outcomes, and invited talks that got me here.

3+
Yrs building production systems
25+
Projects shipped
2
Invited guest lectures
AIR 19,299
GATE 2025 · DA

01 — Work

Where I've worked

Jul 2025 — Present Onsite Full-time
Current

AI / ML Engineer

Samco Securities Pvt Ltd

Leading production ML initiatives across trading analytics, risk, and recommendation systems. Shipping internal LLM-driven tooling alongside classical ML pipelines.

Impact

  • Designed and deployed production ML pipelines for trading analytics and risk scoring
  • Implemented model monitoring + CI/CD for ML — improved reliability and deployment speed
  • Translated product requirements into ML solutions alongside product + engineering
  • Mentored interns and onboarded engineers on ML best practices
  • Built internal LLM platform: multi-provider gateway, cost controls, circuit breakers
Python
PyTorch
FastAPI
LLMs
Docker
PostgreSQL
Aug 2024 — Nov 2024 Remote Full-time

Full-Stack Developer

DigitalFortress Private Limited

Built responsive admin dashboards and real-time data integrations for enterprise clients.

Impact

  • Shipped Next.js + Tailwind admin dashboard — reduced workflow complexity by 30%
  • Modular Redux state management improved app perf and code maintainability
  • Real-time data APIs enabled 25% faster decision-making for team leads
  • WebSocket + strategic lazy-loading cut frontend render time significantly
Next.js
Redux
WebSocket
Tailwind
Jan 2024 — Mar 2024 Hybrid Internship

Frontend Developer — Intern

VTBIF Incubation Center

Designed and optimized frontend web applications, enhancing user engagement and API performance.

Impact

  • React landing page cut mobile bounce rate by 20%
  • Node.js + Express optimization boosted API response time by 40%
  • REST API wiring sped up page loads by 35%
  • UI/UX redesign drove 15% increase in user engagement and retention
React
Node.js
Express
REST
Jan 2024 — Mar 2024 Remote Training & Project

AI & ML Externship

SmartBridge × Google Developers

4-month externship in Artificial Intelligence and Machine Learning, powered by Google Developers (Cert ID: Ext-AIML-2023-73316).

Impact

  • Delivered AI/ML projects on real-world datasets
  • Applied supervised + unsupervised techniques to production-style problems
  • Collaborated with peers on AI-driven solutions
Python
Scikit-learn
Pandas
ML

02 — Speaking

Guest lectures

My first two invited talks — both at my alma mater, VIT-AP University.

AI – ML and Generative AI Evolution
AI Pre-Summit 2026 — Learn with Experts

AI – ML and Generative AI Evolution

VIT-AP University · TBIF · Institution's Innovation Council

Guest Speaker — AI Engineer, Samco Securities Ltd

14 Feb 2026 · 10 AM Einstein Hall, VIT-AP University Students & faculty

Invited speaker at the AI Pre-Summit 2026. Walked the audience through the real-world evolution of AI/ML and Generative AI — from traditional ML pipelines to modern LLMs, RAG, and where the field is heading next.

Generative AI
LLMs & RAG
ML in production
AI career paths

Grateful to

  • VIT-AP University
  • Harisita Ma'am
  • Sri B. Sibi Chakravarthi
AI in the Real World
5-Day Executive Development Programme (EDP)

AI in the Real World

VIT-AP — Future-Ready Tech & Career Growth in the Digital / Policy-Driven Era 2.0

Resource Person — AI Engineer, Samco Securities Ltd

6–10 April 2026 VIT-AP University EDP cohort — faculty & professionals

Served as Resource Person for the 5-Day EDP at VIT-AP. The session moved past buzzwords to tackle where AI is actually creating impact, what an AI-driven career looks like, and how to prepare for a world changing faster than the syllabus.

AI impact today
AI careers
Future-ready tech
Industry mindset

Grateful to

  • Dr. Venkata Lakshmi Dasari — Professor, School of CSE
  • Reeja Ma'am — Faculty Coordinator, School of CSE
  • Dr. S. Sudhakar Ilango — Dean, SCOPE, VIT-AP University

03 — Technical Skills

Tools I ship with

AI / ML

PyTorchTensorFlowScikit-learnPandasNumPyHugging FaceJupyter

LLMs · RAG · Agents

OpenAIAnthropicGeminiOllamaLangChainLangGraphRAGVector DBsAgentsFine-tuning

Backend

PythonFastAPIFlaskDjangoNode.jsExpress

Frontend

Next.jsReactTypeScriptTailwind CSSshadcn/uiFramer Motion

Data & Storage

PostgreSQLMongoDBMySQLRedisSQLite

DevOps & Tooling

DockerGitGitHubLinuxVercelCI / CD

04 — Contact

Ready to work together?

I reply within 24 hours. Whether it's a full-time role, contract, or quick consult — send a note with what you're building.

Hire meSee the work