Aivann H.

Key Skills

Software

Other

Top Subject Matter

Medical imaging and pneumonia diagnosis

Employee communications and sentiment analysis

Top Data Types

Image

Text

Top Task Types

Segmentation

Classification

Freelancer Overview

Undergraduate Thesis — Explainable AI Audit of Pneumonia Chest X-ray Classifier. Brings 2+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Bachelor of Science, University of the Philippines Baguio (2026) and Academic Scholarship, SM Foundation, Inc. (SMFI) (2026). AI-training focus includes data types such as Image and Text and labeling workflows including Segmentation and Classification.

Labeling Experience

Employee Sentiment Analysis Pipeline

OtherTextClassification

Classified employee communication sentiment and identified sustained negative-sentiment patterns for engagement and flight-risk analysis.

2026 - 2026

Undergraduate Thesis — Explainable AI Audit of Pneumonia Chest X-ray Classifier

OtherImageSegmentation

Cross-referenced model attribution heatmaps against true lung-region segmentation masks to assess whether positive evidence fell inside or outside actual lung fields; the work evaluated model reasoning rather than producing a conventional annotation dataset.

Not specified

Education

Work History