Ishaan I.

Key Skills

Software

Scale AI

Top Subject Matter

LLM response evaluation and training data annotation

Top Data Types

Text

Document

Image

Top Task Types

RLHF

Fine-tuning

Computer Programming/Coding

Data Collection

Text Generation

Freelancer Overview

I have experience working in AI training and data annotation through projects on Outlier.ai, where I contributed to improving AI model performance by evaluating responses, validating outputs, following detailed annotation guidelines, and ensuring high-quality training data. This involved tasks requiring strong analytical thinking, attention to detail, accuracy, and the ability to assess model behavior across different scenarios while maintaining consistency and quality standards. Beyond AI training work, I have also built multiple AI-focused projects involving LLM integration, data extraction, user analysis, and profile generation systems, which strengthened my understanding of data pipelines, model evaluation, and AI workflows. My technical background, combined with hands-on AI training experience, allows me to approach labeling tasks with both domain understanding and a quality-first mindset.

Labeling Experience

AI Model Trainer (Contract) — Outlier.ai (Remote)

Don't discloseTextRLHF

Trained AI model responses by annotating and curating 250+ errors found in LLM outputs across multiple domains. Focused on identifying incorrect, incomplete, or low-quality responses and documenting corrections to improve downstream model performance. Maintained 95%+ annotation accuracy while following strict quality guidelines for consistency and reliability. • Error-focused evaluation of LLM response quality • Structured annotation of issues to support model improvement • Multi-domain coverage to broaden training signal • Accuracy tracking and adherence to quality standards

2025 - 2025

Education

Work History