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I will build and deploy a machine learning model with fastapi rest API
Pakistan
I speak Urdu, English
AI and ML Engineer, FastAPI, Computer Vision, Deep Learning
I'm a Computer Science graduate (FAST-NUCES, Islamabad) specializing in AI, machine learning, and backend development. I've built production-level systems including RAG pipelines, computer vision solu...
About this Gig
Are you looking for a developer to build and deploy a machine
learning model with a production-ready FastAPI REST API?
I will deliver clean, documented, working code not just a notebook.
What I deliver:
FastAPI backend with proper endpoints and routing
ML model integration (scikit-learn or PyTorch)
Input validation and structured JSON responses
JWT authentication and security
Dockerized setup for easy deployment
PostgreSQL database integration
Unit tests and clean project structure
Full README and setup documentation
My background:
CS graduate from FAST-NUCES Islamabad, specializing in AI and
backend development. Built production systems including a RAG
pipeline, computer vision platform, and microservices APIs using
FastAPI, Docker, and PostgreSQL. Dean's List twice.
WHY CHOOSE ME:
Reply within 1 hour
On-time delivery always
Clean, commented, well-structured code
Message me before ordering to discuss your project.
Expertise:
Software development
Programming language:
Python
Frameworks:
Scikit-learn
•
PyTorch
•
Panda
Tools:
Jupyter Notebook
•
OpenCV
FAQ
What kind of ML models can you integrate into the API?
I can integrate scikit-learn models (classification, regression, clustering), PyTorch deep learning models, and custom-trained models. If you have a pre-trained model file (.pkl, .pt, .h5), I can wrap it in a FastAPI endpoint directly.
Do I need to provide the dataset or model?
For Basic and Standard packages, you can provide your pre-trained model and I will build the API around it. For Premium, I handle the full pipeline including model training on your dataset, API development, and deployment.
Will the API work on my server or cloud platform?
Yes. Every delivery includes a Dockerized setup that runs on any Linux server, VPS, or cloud platform including Render, Railway, AWS EC2, and DigitalOcean. I can also handle deployment directly as a paid add-on.
What if I need changes after delivery?
Each package includes revisions (1 for Basic, 2 for Standard, 3 for Premium). Minor bug fixes within the scope of the original order are always free. For larger changes I will send a custom offer.
How do we communicate during the project?
I respond within 1 hour during waking hours. I will send you a progress update at the midpoint of every order and confirm all requirements before starting. Clear communication is a priority for me on every project.
