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Fiverr Pro
English
$
USD
I will deploy your ai model and build a fastapi backend for your ai or ml app
Pan
About this gig
Have a trained ML model sitting in a Jupyter notebook? Let me put it into production.
I'm Pan an AI engineer who specializes in turning models into real, callable APIs. Send me your .pkl, .h5, .pt, or Hugging Face model and I'll wrap it in a clean, documented REST API that your app, website, or team can actually use
WHAT I'LL BUILD FOR YOU
- FastAPI or Flask REST API around your model
- Clean, typed endpoints with Pydantic validation
- Auto-generated Swagger / OpenAPI docs
- Input preprocessing and output formatting Error handling and request logging
- Dockerized for easy deployment anywhere
MY STACK
Python FastAPI Flask Docker Uvicorn Pydantic TensorFlow Serving TorchServe ONNX Runtime AWS / GCP / Azure / Railway / Render
⭐ WHY THIS GIG
Most ML engineers stop at the notebook. I finish the job your model becomes a real service your team can call from anywhere. Perfect for founders who need to demo, dev teams stuck on deployment, or researchers who want their work usable beyond a colab.
Message me before ordering with your model file (or framework) and target deployment (local, Docker, cloud) so I can give you an exact quote.
Get to know Pan
Pan
AI and Robotic Engineer
- FromThailand
- Member sinceJul 2025
Languages
English
Got a tech idea but no dev team? I turn concepts into working
prototypes — fast, clean, and ready to pitch.
✅ AI models + data dashboards
✅ Robotics prototypes with ROS2 / Gazebo
✅ IoT systems — ESP32, MQTT, Firebase
✅ Deliverables: code + docs + demo video
Perfect for startup founders and researchers who need a working
demo before hiring a full team.
🚀 Message me your idea — let's build it.
My Portfolio
Other AI Development Services I Offer
FAQ
What model formats do you support?
Anything Python can load — .pkl (scikit-learn / XGBoost), .h5 / .keras (TensorFlow), .pt / .pth (PyTorch), .onnx, and Hugging Face models. If you're not sure, message me with the framework name.
I don't have a cloud account. Can you still deploy it?
Yes — for Premium I can deploy to free tiers on Railway or Render under my account temporarily, or walk you through setting up your own AWS/GCP project. We'll discuss before you order.
Will the API be fast enough for production?
For most ML models, FastAPI with async endpoints handles 100s of requests per second on a single instance. For heavier deep learning models I'll recommend batching, ONNX conversion, or GPU instances depending on your traffic.
Can you add authentication and rate limiting?
Yes — API key auth and basic rate limiting are included in Premium. Custom OAuth or JWT is available as a gig extra.
What happens if my model needs updates later?
All code is yours with clear documentation. For ongoing changes you can either run revisions through a new order or message me for a custom offer. I respond within a few hours.
