Kyle P.

Key Skills

Software

Other

Top Subject Matter

Machine learning dataset preparation for computer vision (object detection, segmentation).

NLP data annotation (NER and sentiment analysis) for ML model training.

Audio dataset labeling for voice assistant training.

Top Data Types

Image

3D Sensor

Text

Document

Top Task Types

Object Detection

Entity (NER) Classification

Transcription

Bounding Box

Segmentation

Classification

Point/Key Point

Cuboid

Freelancer Overview

Data Annotation Specialist — Upwork (Remote). Brings 5+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Other. Education includes Bachelor of Science, Arizona State University (2022). AI-training focus includes data types such as Image and 3D Sensor and labeling workflows including Object Detection, Entity (NER) Classification, and Transcription.

Labeling Experience

Data Annotation Specialist — Upwork (Remote)

OtherImageObject DetectionEntity (NER) Classification

Performed text labeling tasks including named entity recognition and sentiment analysis to support downstream NLP model training. • Completed NER and sentiment labeling with reported 98.5% accuracy. • Applied annotation guidelines consistently to produce reliable labeled training data. • Collaborated with ML stakeholders to clarify requirements for complex or ambiguous cases. • Contributed to improving labeling quality through ongoing review and protocol alignment.

2023 - Present

Data Labeler & QA Reviewer — Fiverr (Remote)

OtherImageSegmentationClassification

Labeled and reviewed multi-domain visual data for autonomous driving, medical imaging, and e-commerce projects. • Completed approximately 150 remote labeling orders across diverse computer vision datasets. • Performed peer review and maintained inter-annotator agreement (IAA) above 92%. • Supported dataset quality through protocol adherence and error spotting during QA review. • Helped standardize team workflows by contributing to guidelines for multiple niche datasets.

2022 - 2023

Junior Data Associate — Toptal / Autonomous Vehicle Startup (Remote)

Other3D SensorCuboid

Annotated LiDAR and camera fusion frames for a self-driving car perception pipeline using 3D labeling. • Labeled 15,000+ LiDAR and camera fusion frames for perception model training. • Applied 3D bounding boxes and semantic segmentation to busy urban scenes. • Flagged labeling protocol gaps during weekly ML team syncs to improve overall consistency. • Supported updated guideline creation informed by identified edge cases and inconsistencies.

2022 - 2022

Education

Work History