Emmanuel Akingbade

Key Skills

Software

Label Studio

Roboflow

CVAT

Top Subject Matter

Industrial Automation – Predictive Maintenance & IoT Data

Transportation – Infrastructure Inspection & Computer Vision

Top Data Types

Document

Video

Audio

Top Task Types

Object Detection

Classification

Segmentation

Bounding Box

Text Generation

Freelancer Overview

I’ve worked hands-on with data annotation across both computer vision and NLP tasks, including object detection, segmentation, bounding boxes, text classification, and entity tagging. I don’t treat it like a mindless task. I pay attention to context, edge cases, and consistency, because bad labels don’t just sit there; they break models. I’ve also handled data cleaning and validation, ensuring datasets are usable, not just “completed.” What separates me is how I approach it. I think beyond the annotation itself, focus on how the data will behave in a real system. With my background across AI, data engineering, and automation, I understand how labelling decisions affect model performance, bias, and reliability. So I question vague guidelines, catch inconsistencies early, and keep precision high even when working at scale.

Labeling Experience

Education

Work History