You will get Cheating Detection using Deep Learning + CatBoost
Project details
You will get a powerful and intelligent Cheating Detection System that uses cutting-edge deep learning and CatBoost-based machine learning techniques to ensure high accuracy and reliability. With strong expertise in computer vision and model integration, I have created a solution that combines EfficientNet-based image feature extraction with high-performance CatBoost classification to detect suspicious behavior in exam environments.
This system stands out with its high accuracy (~90%), real-time readiness, and flexibility for deployment on video streams, webcam feeds, or edge devices. Whether you’re a researcher, educator, or ed-tech company, the solution is tailored to meet your use case with clean, modular, and well-documented code. The work I deliver is 100% original, optimized, and ready to scale.
This system stands out with its high accuracy (~90%), real-time readiness, and flexibility for deployment on video streams, webcam feeds, or edge devices. Whether you’re a researcher, educator, or ed-tech company, the solution is tailored to meet your use case with clean, modular, and well-documented code. The work I deliver is 100% original, optimized, and ready to scale.
Machine Learning Tools
NumPy, OpenCV, pandas, Python, Python Scikit-Learn, PyTorch, scikit-learn, TensorFlowWhat's included
| Service Tiers |
Starter
$30
|
Standard
$50
|
Advanced
$80
|
|---|---|---|---|
| Delivery Time | 3 days | 5 days | 10 days |
Number of Revisions | 2 | 3 | 5 |
Number of Model Variations | 1 | 2 | 3 |
Number of Scenarios | 1 | 2 | 3 |
Number of Graphs/Charts | 1 | 2 | 3 |
Model Validation/Testing | |||
Model Documentation | - | - | - |
Data Source Connectivity | |||
Source Code |
Frequently asked questions
About Azaz
Python Developer with hands-on experience in AI, ML and DL
Islamabad, Pakistan - 6:05 pm local time
My core skills include:
âś“ Python Programming
âś“ Machine Learning & Deep Learning
âś“ Artificial Intelligence
âś“ Computer Vision
I am passionate about solving real-world problems through intelligent systems and eager to grow as a Python Developer in a professional environment.
Steps for completing your project
After purchasing the project, send requirements so Azaz can start the project.
Delivery time starts when Azaz receives requirements from you.
Azaz works on your project following the steps below.
Revisions may occur after the delivery date.
Client Shares Requirements
You provide sample images/videos, scenario descriptions, and your output/deployment preferences.
Data Preprocessing & Setup
I prepare and augment your data and configure the working environment.