You will get AI Object Detection System Using YOLO (Images & Video)
Project details
I build custom AI object detection systems using YOLO trained on YOUR data to detect exactly the objects you need, in images or video, with real-time performance.
Whether you want to detect vehicles, safety equipment, retail products, animals, defects, or anything custom, I deliver a complete solution: dataset preparation, model training, evaluation, and ready-to-run code.
What you get:
Custom-trained YOLO model fine-tuned on your dataset
Detection on images, videos, or live camera feeds
Full evaluation report (mAP, precision, recall, confusion matrix)
Clean, documented Python code you can run immediately
Visual results , annotated images and performance charts
Fast communication and clear progress updates
Why work with me:
Focused exclusively on computer vision and object detection
Realistic timelines , no missed deadlines
Clean code with documentation, not just notebooks
Honest advice , I'll tell you upfront if your dataset needs more work
If you're not sure where to start, send me a message before ordering. I'll review your needs and recommend the right tier.
Let's build something that actually works in production.
Whether you want to detect vehicles, safety equipment, retail products, animals, defects, or anything custom, I deliver a complete solution: dataset preparation, model training, evaluation, and ready-to-run code.
What you get:
Custom-trained YOLO model fine-tuned on your dataset
Detection on images, videos, or live camera feeds
Full evaluation report (mAP, precision, recall, confusion matrix)
Clean, documented Python code you can run immediately
Visual results , annotated images and performance charts
Fast communication and clear progress updates
Why work with me:
Focused exclusively on computer vision and object detection
Realistic timelines , no missed deadlines
Clean code with documentation, not just notebooks
Honest advice , I'll tell you upfront if your dataset needs more work
If you're not sure where to start, send me a message before ordering. I'll review your needs and recommend the right tier.
Let's build something that actually works in production.
Machine Learning Tools
NumPy, OpenCV, pandas, Python, Python Scikit-Learn, PyTorch, TensorFlowWhat's included
| Service Tiers |
Starter
$50
|
Standard
$150
|
Advanced
$350
|
|---|---|---|---|
| Delivery Time | 7 days | 14 days | 21 days |
Number of Revisions | 1 | 2 | 3 |
Number of Model Variations | 1 | 2 | 3 |
Number of Scenarios | 1 | 3 | 5 |
Number of Graphs/Charts | 2 | 4 | 6 |
Model Validation/Testing | |||
Model Documentation | - | ||
Data Source Connectivity | - | - | |
Source Code | - |
Optional add-ons
You can add these on the next page.
Additional Revision
+$20
Additional Graph/Chart
(+ 1 Day)
+$13Frequently asked questions
About Noufel
AI Engineer | YOLO | Object Detection| Computer Vision | ML | DL
Blida, Algeria - 10:39 am local time
What I work with
Computer vision is my main focus YOLO (v7 through v26), OpenCV, object detection, image classification, real-time tracking. I train models in PyTorch and TensorFlow, deploy them with FastAPI or Flask, optimize with ONNX or TensorRT, and ship to AWS or GCP. I also build full-stack AI products end-to-end: model, API, and frontend.
Projects I've shipped
Signature Fraud Detection verifies handwritten signatures using deep learning
Aircraft Detection System real-time object detection from aerial imagery
DocLens AI-powered document analysis platform
AI SaaS Platform full-stack AI product (model + API + frontend)
AI Marketing Copy Generator generative AI for marketing content
One of these is live in production at the company where I interned. That's the part I'm most proud of training a model is one thing, having it actually used inside a real business is another.
What working with me actually looks like
I reply fast usually within hours, never more than 24. If your idea isn't going to work technically, I'll tell you before you pay instead of stalling halfway through. My code is clean and documented so you or your team can actually maintain it after I'm done. And I handle the whole pipeline data, training, deployment, API so you're not stitching together five freelancers to ship one product.
Where my work fits
AI shows up everywhere, and I'm built to work across all of it: healthcare, security and fraud detection, aerospace, document AI, marketing and SaaS or anywhere computer vision can solve a real problem.
A bit about me
I'm Noufel, an AI engineer based in Algeria. AI is what I studied and what I obsess over every day. Outside of that, I'm probably tuning a car or planning my next drift session same engineering mindset, different machine. Cars and AI come down to the same thing for me: making something work better than it did yesterday.
If you have a computer vision or AI project in mind, send me a message with what you're trying to build. I'll reply fast and tell you honestly whether I can help and how.
Steps for completing your project
After purchasing the project, send requirements so Noufel can start the project.
Delivery time starts when Noufel receives requirements from you.
Noufel works on your project following the steps below.
Revisions may occur after the delivery date.
Requirements Review & Scope Confirmation
Review your dataset and confirm project scope. Ask any clarifying questions before starting.
Data Preparation & Preprocessing
Prepare and preprocess your data ,clean images, verify labels, apply augmentation, and split into training/validation sets.