Kyle L.

Key Skills

Software

Appen

CrowdSource

HiveMind

Mercor

Mindrift

OneForma

Remotasks

Scale AI

Toloka

Telus

Top Subject Matter

Media

Computer Science

Music

Top Data Types

Audio

Text

Document

Top Task Types

Object Detection

Text Generation

Question Answering

Text Summarization

Transcription

Evaluation/Rating

Data Collection

Classification

Segmentation

Freelancer Overview

I have experience working in AI training data and data labeling roles with companies such as Outlier AI, AppenCrowd, and Handshake AI, where I contributed to a variety of machine learning and AI improvement projects. My work primarily involved evaluating AI-generated responses, annotating and categorizing text and image data, refining conversational outputs, and helping improve the accuracy and consistency of training datasets used for large language models and other AI systems. I became comfortable working with detailed project guidelines, meeting accuracy targets, and adapting quickly to evolving workflows across multiple platforms. Throughout these projects, I assisted with tasks related to chatbot response ranking, content moderation, sentiment analysis, prompt evaluation, and reinforcement learning-based AI training processes. I also performed quality assurance reviews to identify inconsistencies in labeled data and ensure outputs aligned with project standards. These experiences strengthened my analytical thinking, attention to detail, and ability to work independently while contributing to the overall improvement of AI model performance and user interaction quality.

Labeling Experience

AppenCrowd

VideoObject Detection

The longest project was Project Coffee: Taking multiple renditions of AI videos for comparison and rating / comparing them closely as to which one looks better and more realistic out of them.

2025 - 2025

Outlier AI

TextEvaluation/Rating

Evaluations on prompts created by other companies and similar peers. checking on details and how well they follow the instructions provided from the user.

2025 - 2025

Education

Work History