You will get I will build a computer vision proof of concept for your idea
Project details
Not sure computer vision can actually solve your problem? Start here — low risk.
I build production computer-vision systems: real-time object detection, safety monitoring, and automated inspection that run on live camera feeds, not just in a notebook. I've built and deployed these on GPU servers at an industrial AI R&D lab, with multi-class detection running in real time at sub-100ms latency.
In this project I take your sample images or video and build a working proof-of-concept, so you know exactly what's achievable before committing to a full build. You get a real demo on your own data, an accuracy assessment, and an honest recommendation on whether vision is the right tool — and what a full system would take.
I work with: Python, PyTorch, YOLO, OpenCV, NVIDIA Triton, DeepStream, FastAPI, Docker.
Share a few sample frames and what you need detected, and I'll tell you straight what's possible.
I build production computer-vision systems: real-time object detection, safety monitoring, and automated inspection that run on live camera feeds, not just in a notebook. I've built and deployed these on GPU servers at an industrial AI R&D lab, with multi-class detection running in real time at sub-100ms latency.
In this project I take your sample images or video and build a working proof-of-concept, so you know exactly what's achievable before committing to a full build. You get a real demo on your own data, an accuracy assessment, and an honest recommendation on whether vision is the right tool — and what a full system would take.
I work with: Python, PyTorch, YOLO, OpenCV, NVIDIA Triton, DeepStream, FastAPI, Docker.
Share a few sample frames and what you need detected, and I'll tell you straight what's possible.
Machine Learning Tools
NumPy, OpenCV, pandas, Python, Python Scikit-Learn, PyTorch, SQL, TensorFlowWhat's included
| Service Tiers |
Starter
$120
|
Standard
$350
|
Advanced
$750
|
|---|---|---|---|
| Delivery Time | 3 days | 5 days | 10 days |
Number of Revisions | 1 | 2 | 3 |
Number of Model Variations | 1 | 1 | 3 |
Number of Scenarios | 1 | 3 | 5 |
Number of Graphs/Charts | 1 | 2 | 3 |
Model Validation/Testing | |||
Model Documentation | - | ||
Data Source Connectivity | - | - | |
Source Code | - |
Frequently asked questions
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MM
M M.
Dec 25, 2024
Python
freelance delivered good work on this task
JT
Joingingkwe T.
Jan 16, 2021
Book Cover Design
Zakaria was nice to work with. He was always available, hard working, patient, and trying his best to do the job as described. He delivered me best work possible.
Will hire him again. I highly recommend him.
Will hire him again. I highly recommend him.
AO
Ahmad O.
Sep 16, 2020
Redesigning UI for a C# Windows Form Application
Zakariae is very friendly and professional. I requested many changes from him until we reached to a final satisfactory product. He was focused on client satisfaction and was always eager to give more. He was always available for chat or calls to discuss aspects of the project. Will definitely come back to him for more projects.
About Zakariae
Computer Vision Engineer | Production AI - RealTime Video - MLOps
Marrakesh, Morocco - 7:50 am local time
At OCP's AI R&D Lab (Mohammed VI Polytechnic University), I led projects like EpiVision — an HSE safety detection system achieving 95%+ accuracy across live camera feeds — and CoreStream, a multi-camera video platform processing 50+ concurrent streams using NVIDIA Triton and DeepStream. I've deployed models at sub-100ms inference latency in production industrial environments.
More recently, I've been building CoreVision (open-source, under Apollume Labs), a production-grade real-time video analytics platform with GPU acceleration, dynamic pipeline orchestration, and multi-camera batching. I also built OrbitChatApp — a full-stack geolocation-based chat app deployed on DigitalOcean with WebSocket real-time messaging.
On the AI curriculum side, I've been a Senior AI Engineer at 01Edu since 2024, architecting 10+ math and ML projects and a Python AI bootcamp that improved student completion rates by 40%.
I work best on projects where performance, reliability, and scale actually matter — not just getting something to run in a notebook.
Stack: Computer Vision · PyTorch · OpenCV · YOLO · NVIDIA Triton · DeepStream · CUDA · Python · FastAPI · Docker · Linux · PostgreSQL · WebSocket
Steps for completing your project
After purchasing the project, send requirements so Zakariae can start the project.
Delivery time starts when Zakariae receives requirements from you.
Zakariae works on your project following the steps below.
Revisions may occur after the delivery date.
Review your samples and confirm scope
I assess your images/video, confirm what's realistically detectable, and align with you on the goal and deliverables for the PoC.
Build the proof-of-concept model
I prepare the data and train/configure a detection model tuned to your conditions, then test it against your samples.