You will get a custom computer vision system for detection, counting, or measurement


Project details
You will get a computer vision model trained on your images and delivered as a working system: the model, an
inference API, and an evaluation report with real numbers.
I've spent six years building AI systems. My recent research includes a cattle weight estimation system that works
from photos alone, plus applied projects in agriculture and biotech. Real-world images are messy: lighting changes,
cameras move, animals refuse to stand still. I build for that, not for clean benchmark datasets.
Before we start, I'll look at your sample images and tell you what accuracy is realistic. If your data can't support what
you need, I'd rather say so up front than deliver a model that disappoints. The Advanced tier includes deployment to
cloud or an edge device and documentation for retraining as your dataset grows.
inference API, and an evaluation report with real numbers.
I've spent six years building AI systems. My recent research includes a cattle weight estimation system that works
from photos alone, plus applied projects in agriculture and biotech. Real-world images are messy: lighting changes,
cameras move, animals refuse to stand still. I build for that, not for clean benchmark datasets.
Before we start, I'll look at your sample images and tell you what accuracy is realistic. If your data can't support what
you need, I'd rather say so up front than deliver a model that disappoints. The Advanced tier includes deployment to
cloud or an edge device and documentation for retraining as your dataset grows.
Machine Learning Tools
Google AutoML, Google Data Studio, MLflow, NumPy, OpenCV, Python, PyTorch, TensorFlow, Word2vecWhat's included
| Service Tiers |
Starter
$299
|
Standard
$799
|
Advanced
$1,499
|
|---|---|---|---|
| Delivery Time | 7 days | 14 days | 21 days |
Number of Revisions | 1 | 3 | 4 |
Number of Model Variations | 1 | 2 | 3 |
Number of Scenarios | 1 | 3 | 3 |
Number of Graphs/Charts | 3 | 4 | 6 |
Model Validation/Testing | |||
Model Documentation | |||
Data Source Connectivity | - | ||
Source Code | - | - |
Frequently asked questions
About Abrar Al
AI/ML, Computer Vision & Full-Stack Developer
Dhaka, Bangladesh - 6:46 pm local time
My work spans the full pipeline from model to deployment, leveraging vision-language models, LLMs, and applied research in agriculture and biotech to turn complex tech into practical products. Beyond engineering, I lead teams, direct strategy, as founder of QOARC, while driving major marketing campaigns for brands like RANGS, bKash, and Marks.
- AI/ML systems — LLMs, computer vision, RAG, vision-language models
- AI integration, optimization , and n8n workflow automation
- Full-stack web development (Laravel, modern web platforms)
- Branding & Creative Design — Brand identity, strategic campaigns, and design solutions
- Project coordination from concept to delivery
If you're looking for someone who can bridge technical depth and strategic problem-solving, let's connect and discuss how I can bring your vision to life.
Steps for completing your project
After purchasing the project, send requirements so Abrar Al can start the project.
Delivery time starts when Abrar Al receives requirements from you.
Abrar Al works on your project following the steps below.
Revisions may occur after the delivery date.
Review your sample data and confirm what's achievable
We will analyze your sample images or video clips to assess lighting, variations, and image quality so we can set a realistic target for model accuracy.
Prepare and annotate the dataset
I will organize, clean, and precisely label the objects or features within your images to create a high-quality dataset optimized for training.
