Peter M.

Key Skills

Software

Appen

Clickworker

Top Subject Matter

Electrical Engineering

Energy & Utilities

Industrial / Manufacturing

Top Data Types

Video

Text

Image

Top Task Types

Segmentation

Classification

Entity (NER) Classification

Question Answering

Data Collection

Object Detection

Text Generation

Freelancer Overview

I have hands-on experience working with data labeling and AI training tasks, including annotating and structuring datasets for machine learning models. My work involves ensuring data accuracy, consistency, and relevance, especially in areas like text classification, image tagging, and basic quality checks. I pay close attention to detail since even small errors can affect model performance. I am comfortable working with guidelines and adapting to different annotation tools and project requirements. I understand how training data impacts AI behavior and I focus on producing clean, reliable datasets that improve model accuracy. I am also consistent, fast-learning, and able to follow instructions carefully while maintaining quality under deadlines.

Labeling Experience

AI Data Annotation & Model Evaluation Contributor

VideoSegmentation

Worked as an AI data annotation and evaluation contributor, focusing on both text-based and video-based datasets used for machine learning model training. Responsibilities included labeling structured datasets, tagging objects, actions, and events in video content, and evaluating AI-generated responses for accuracy, relevance, and instruction adherence. Performed side-by-side comparison of AI outputs to identify errors, inconsistencies, and missing details. Provided structured feedback to improve model performance and ensure high-quality training data. Followed strict annotation guidelines, quality control standards, and task-specific instructions to maintain consistency and reliability across all labeled data. Ensured attention to detail and accuracy in every task, contributing to improved dataset quality for AI system development.

2022 - Present

Education

Work History