Deploy Your ML Model as a Live REST API by Nishtha SharmaDeploy Your ML Model as a Live REST API by Nishtha Sharma
Deploy Your ML Model as a Live REST APINishtha Sharma
Cover image for Deploy Your ML Model as a Live REST API
You've trained your model. Now it needs to actually run somewhere.
I'll take your trained ML model and wrap it in a clean, production-ready REST API — so your app, dashboard, or team can query it in real time.
What you get: → FastAPI or Flask REST endpoint for your model → Input validation with Pydantic (no bad data crashes) → JSON request/response with clear schema → Error handling and basic logging → Tested and documented — ready to deploy
I've done this production-side: fraud detection pipeline on 6.3M transactions, deployed as a live API with threshold tuning against real business metrics.
Your model, working in the real world. That's the deliverable.
What I need from you:
Your trained model file (.pkl, .pt, .h5, or similar)
Input/output schema
Any preprocessing logic
Turnaround: 3-5 days depending on complexity.
FAQs

Starting at$50
Duration5 days
Tags
FastAPI
Flask
Python
AI Model Developer
Backend Engineer
Data Scientist
Computer Software
Service provided by
Nishtha Sharma Chandigarh, India
1
Followers
Deploy Your ML Model as a Live REST APINishtha Sharma
Starting at$50
Duration5 days
Tags
FastAPI
Flask
Python
AI Model Developer
Backend Engineer
Data Scientist
Computer Software
Cover image for Deploy Your ML Model as a Live REST API
You've trained your model. Now it needs to actually run somewhere.
I'll take your trained ML model and wrap it in a clean, production-ready REST API — so your app, dashboard, or team can query it in real time.
What you get: → FastAPI or Flask REST endpoint for your model → Input validation with Pydantic (no bad data crashes) → JSON request/response with clear schema → Error handling and basic logging → Tested and documented — ready to deploy
I've done this production-side: fraud detection pipeline on 6.3M transactions, deployed as a live API with threshold tuning against real business metrics.
Your model, working in the real world. That's the deliverable.
What I need from you:
Your trained model file (.pkl, .pt, .h5, or similar)
Input/output schema
Any preprocessing logic
Turnaround: 3-5 days depending on complexity.
FAQs

$50