Marco Antonio A.

Key Skills

Software

Scale AI

Top Subject Matter

LLM training

RLHF evaluation

AI response quality and safety alignment

Top Data Types

Text

Image

Document

Top Task Types

RLHF

Classification

Entity (NER) Classification

Freelancer Overview

Independent AI Trainer & Data Annotation Specialist (Outlier / Scale Labs). Brings 9+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Scale AI. Education includes Technical Degree in Informatics, Centro de Bachillerato Tecnológico No. 4 and Backend Developer Track, Oracle Next Education (ONE). AI-training focus includes data types such as Text and Image and labeling workflows including RLHF, Evaluation, and Rating.

Labeling Experience

Outlier / Scale Labs | Independent AI Trainer & Data Annotation Specialist

ImageEntity (NER) Classification

No description provided.

2026 - Present

Independent AI Trainer & Data Annotation Specialist (Outlier / Scale Labs)

Scale AITextRLHFClassification

Independent AI training contractor delivering multimodal data annotation and model feedback for LLM training pipelines. Performed RLHF-based evaluation of AI-generated responses, judging accuracy, coherence, instruction-following, and safety compliance against project guidelines. Produced structured feedback to improve model behavior across diverse prompt types. • Rated outputs using excellence/good quality rubrics • Flagged edge cases and quality failures • Conducted prompt-level evaluation for alignment • Ensured consistent quality across concurrent tasks

2026 - Present

Education

Work History