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At a Glance

Key details about this service to help you decide. Generated by Zinn Hub, not the seller.

Model Architectures

YOLO v3–v8, SSD, EfficientDet, Detectron2
Supports multiple modern object detection architectures, giving flexibility to match model choice to your accuracy, speed, and hardware requirements.

Deployment Ready

Cloud + API integration on Premium tier
The Premium upgrade includes cloud deployment and API integration, meaning your model can be delivered as a fully functional, production-ready service.

Upgrade Tiers

3 tiers — Basic ($425), Boost, Premium
Basic covers core model training and source code. Boost adds fine-tuning, preprocessing, and documentation. Premium extends to cloud deployment and API integration.

Project Scope

End-to-end ML apps with frontend & backend
Beyond model training, the seller can deliver full ML applications including UI, backend (Flask/FastAPI), and real-time tracking using ByteTrack and DeepSORT.

Full Description

I will train object detection models and build custom algorithms for detecting, tracking, and counting objects in images, videos, or live streams. I can collect data, create suitable datasets, and handle image/video preprocessing and annotation using OpenCV.

I also train classification models to identify object classes in visual media and align them with your software needs, including UI and deployment.

I can help you with:

Image annotation

Object detection & classification model training

Object counting & direction tracking

Image preprocessing

High-speed, high-accuracy results

Full ML apps with frontend & backend

Project types:

Model training & deployment

Image segmentation

Desktop apps for deployed models

Model architectures:

YOLO (v3v8), SSD MobileNet, EfficientDet, Detectron2

Tools:

OpenCV, TensorFlow, PyTorch, Keras, Scikit-learn, Flask, FastAPI, ByteTrack, DeepSORT

Languages:

Python, SQL, HTML, CSS, NodeJS

Please contact me before placing an order. Thanks!


This Zinn Will Include (Model Training )

An accurate model on a annotated dataset

Delivery: 3 days

Revisions: None

Includes:

• Research
• Model creation
• Model validation/testing
• Include source code


Upgrade Options

Choose an upgrade addon to get more features:

FeatureBasicBoost UpgradePremium Upgrade
Delivery3 days14 days30 days
RevisionsNoneNoneNone
Research
Model creation
Model validation/testing
Include source code
Data preprocessing
Performance monitoring
Fine tuning
Model documentation
Cloud deployment
API integration

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Quality Work Guaranteed
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Secure Payment
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Extra Information

Chat With Us

Chat On Telegram:https://t.me/ZinnDigital

Customer Reviews

See what our customers say about this Zinn

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awesome time, I learned much more and now feel much more confident about working with code editor, still got much to learn and will be looking forward to more time with Nayel Hashmi and he is very helpful and has really good patience with me :O)

I was thoroughly impressed .. they demonstrated exceptional professionalism again and expertise. The advice provided was both insightful and tailored to my specific needs .. I would highly recommend :O)

Working with Nayel was an absolute pleasure. I will definitely be a return customer!

Nayel was spectacular

Ottimo Lavoro !!!

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Object Detection And Classification Using Python - Zinn Digital ™

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