DataTime Library
DataTime is a 100% Tunisian python library based for image classifications data extraction tasks as well as for data collection using an interactive and dynamic dashboard your can launch it from a CLI command (built-in command) makes powerfull images collected for machine and deep learning tasks in particular computer vision tasks.
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📦 DataTime — AI Data Engineering Toolkit for Computer Vision
📌 Overview
DataTime is a Python library designed to simplify and accelerate data preparation workflows for computer vision tasks. It provides tools for image dataset extraction, preprocessing, balancing, and real-time data collection through an interactive dashboard.
The project focuses on solving one of the biggest challenges in AI:
Building high-quality datasets efficiently.
🧠 Problem Statement
In machine learning and deep learning projects:
- Finding high-quality datasets is difficult
- Object detection datasets are not suitable for classification tasks
- Data imbalance reduces model performance
- Data collection pipelines are often manual and inefficient
💡 Solution
DataTime provides an end-to-end data pipeline:
🔹 1. Data Extraction Engine
- Uses Open Images Dataset (Google API)
- Extracts bounding boxes from detection datasets
- Crops objects → converts into classification-ready images
- Generates large-scale datasets automatically