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Fiverr Pro
English
$
USD
I will containerize and deploy your ml model with docker and fastapi
AYESHA SHAHID
About this gig
You've trained a machine learning model, but a notebook or .pkl file isn't something anyone else can use. I turn your trained model into a real, working API or app.
WHAT I DELIVER
- Your model wrapped in a FastAPI endpoint.
- Fully Dockerized, runs anywhere, no works on my machine issues.
- Clean input/output docs so you know exactly how to call it.
- Optional: a simple Streamlit UI, or a live public URL on Render/Hugging Face Spaces
WHY WORK WITH ME
I build and deploy production ML systems myself; 4 live apps currently running on Hugging Face Spaces (handle: Ayeshaaaa17), covering XGBoost, Random Forest, and deep learning models (BiLSTM, CNN) in medical and research contexts. I'm also a first-author published researcher (Springer Nature, 2026), so I know how to handle a model correctly, not just wrap it and hope.
WHO THIS IS FOR
- You finished a model in Colab/Jupyter and don't know how to deploy it.
- You need a quick API for a hackathon, MVP, or client demo.
- You want your model turned into something a non-technical person can actually use.
Send me your model file (or a Colab/GitHub link), and I'll tell you exactly what package fits, usually within a couple of hours.
Get to know AYESHA SHAHID
AYESHA SHAHID
First author ML researcher, RAG systems and academic editing
- FromPakistan
- Member sinceMay 2026
- Avg. response time1 hour
Languages
Urdu, English
Published ML researcher (first author, Springer Nature, 2026) with a model
validated at 96% accuracy and 100% sensitivity. I build production ML/AI
systems, RAG applications, prediction APIs, and deployed models, and I
edit and strengthen technical research papers for people who've already
drafted their own work. Check my gigs below for either service.
My Portfolio
FAQ
What model formats do you support?
.pkl, .joblib, .h5, .pt/.pth, ONNX, and most scikit-learn, TensorFlow, or PyTorch models. If yours is in a different format, message me first, and I'll confirm.
Do I need to know how to code to use the final API?
No. You'll get clear documentation on how to call it, and the Standard/Premium packages include a simple UI so you don't need to touch code at all.
Can you also train the model, not just deploy it?
This gig is for deploying an existing model. If you need one trained from your dataset, message me, I offer that separately and can quote it.
What if my model needs GPU to run?
Let me know before ordering; I'll confirm feasibility and adjust the deployment approach (e.g., Hugging Face Spaces GPU tier) since this affects the delivery method.
