Ayush Saxena profile

Hi, I'm Ayush Saxena

MLOps Engineer & Software Developer (ReactJS · Django)

I build reliable backends, ML pipelines, and cloud infrastructure with observability and guardrails.

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About Me

I’m a software developer with a strong foundation in backend systems, cloud infrastructure, and MLOps. I build reliable APIs, secure architectures, and data-driven features. At Turing, I owned ML pipelines and production services; I also built LLM features for supplier discovery, RFQs, and pricing insights.

  • IIT Kharagpur — Dual Degree in Ocean Engineering & Naval Architecture (’24)
  • Neural network for turbulence analysis (MSE 8.777e-07; RMSE 0.00094; R² ≈ 0.9975)
  • PilotLMS — Django LMS with role-based dashboards & analytics
  • Events Head (NAROES) — led 30+ team; executed institute-scale events
What I Do
  • Design scalable backends (REST/GraphQL) with Django/DRF & Flask.
  • MLOps: data pipelines, training, evaluation, deployment, monitoring.
  • Containerize & orchestrate with Docker, Kubernetes; GitOps CI/CD.
  • Ship LLM features with retrieval, guardrails, and offline evals.

Technical Skills

Backend Engineering
Python · Django · DRF · Flask · FastAPI · GraphQL
Cloud & Infra
AWS · GCP · Terraform · Docker · Kubernetes · Nginx
MLOps & SRE
Pipelines · CI/CD · Observability · Rollbacks · RBAC
Frontend
React · TypeScript · Bootstrap · Responsive UI
Data & LLM
Pandas · SQL · Retrieval · Evaluation · Agents
Tech I Love
Python Django/DRF React AWS Docker Kubernetes PostgreSQL Microservices LLMs

Journey

2019 — Joined IIT Kharagpur

Dual Degree in Ocean Engineering & Naval Architecture.

May 2021 — Internship @ Web Prism IT Solution

React + Django integration, REST APIs, backend optimization.

Jun 2022 — Internship @ TransOrg Analytics

Analytics systems on AWS; security via RBAC.

Dec 2022 — B.Tech Capstone

Built PilotLMS with dashboards & analytics.

Jul 2023 — M.Tech Project

Turbulence NN — MSE 8.777e-07; RMSE 0.00094; R² 0.9975.

Apr 2024 — Graduated IIT KGP

Completed Dual Degree.

Jun 2024 — MLOps / Software Engineer @ Turing

Automated ML pipelines and shipped production services.

2025 — SwissPlat

Built an LLM solution for supplier discovery, RFQs, and price intelligence.

Experience

  • Owned ML pipelines from data prep → training → eval → deployment.
  • CI/CD for ML services (GitHub Actions, Docker, K8s) with rollback safety.
  • Monitoring (Prometheus/logging), SLOs, and error budgets for services.

  • Multi-tenant Django platform for B2B trade.
  • LLM features for supplier matching, RFQs, and pricing insights.
  • Vector search, prompt guardrails, offline evals, Celery, S3 analytics.

  • Engineered analytics systems; optimized data flows on AWS.
  • Managed EC2/S3/Route53; hardened security with RBAC.

  • React + Django integrations; RESTful APIs; responsive UI.

Projects

SwissPlat LLM Platform

Supplier discovery, RFQ automation, price insights; retrieval with vector DB, guardrails, offline evals.

Django PostgreSQL Celery LLM
Driven Turbulence Analysis

Neural network predicting pressure strain in turbulence; strong metrics on test sets.

GitHub
PilotLMS

Django LMS with role-based dashboards, reports, and analytics.

GitHub
E-Commerce (React/Django)

DRF backend + React frontend, JWT auth, carts and orders.

GitHub
Freelancer Marketplace

Posting & bidding platform; messaging; escrow-ready design.

GitHub
Digit Recognizer

CNN-based digit predictor with a simple GUI; solid accuracy on MNIST.

GitHub

Publications & Writing

Book — Data Structures & Algorithms (DSA)
Published 2025

Interview-ready guide with patterns, annotated solutions, and complexity trade-offs. Backend engineer’s perspective.

Articles & Posts
  • Designing clean APIs with Django REST Framework
  • Shipping LLM-powered features safely: evals & observability
  • From Docker to K8s: a junior-friendly migration checklist

Leadership & Activities

Events Head — NAROES
Team of 30+ · Samudramanthan Fest

Planned and executed institute-level events, coordinated sponsors and logistics; improved operations and participation.

General Championship — Product Track
Team Lead · 3rd Place

Led builds of financial and e-commerce products; focused on UX, data flows, and stability under load.

Contact

Open to software/infra roles, MLOps consulting, and collaborations.

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