Taranjit S.

Key Skills

Software

Appen

Remotasks

Top Subject Matter

LLM evaluation

text classification

general knowledge

Top Data Types

Text

Audio

Image

Top Task Types

Transcription

Classification

Freelancer Overview

Freelance AI Trainer & Data Annotator. Core strengths include Appen and Remotasks. Education includes Bachelor of Science, I.K. Gujral Punjab Technical University (2028). AI-training focus includes data types such as Text, Audio, and Image and labeling workflows including Evaluation, Rating, and Transcription.

Labeling Experience

Freelance AI Trainer & Data Annotator

AppenImageClassification

Performed image annotation tasks as part of AI training data preparation. Completed labeling assignments while meeting tight quality standards over multi-week batches. Ensured outputs matched platform-specific instructions and rubric expectations for consistent dataset quality. • Image annotation labeling per guidelines. • Quality-threshold adherence across batches. • Reliable completion within ongoing workload. • Support for AI training datasets.

2023 - Present

Freelance AI Trainer & Data Annotator

RemotasksAudioTranscription

Worked on audio transcription labeling projects, adhering to strict quality thresholds. Completed multi-week task batches while ensuring labeling consistency. Followed detailed instructions to produce reliable transcriptions suitable for downstream AI training and evaluation. • Audio transcription labeling per guidelines. • Consistent quality during multi-week batches. • Asynchronous self-managed throughput. • Used established task rubrics for accuracy.

2023 - Present

Freelance AI Trainer & Data Annotator

AppenText

Performed AI response evaluation and data labeling tasks for text-based datasets, focusing on accuracy, helpfulness, and safety. Ranked model outputs side-by-side and provided detailed written feedback on failure cases. Completed text classification and text-related annotation work across varied general knowledge, coding, and reasoning domains. • Software platforms used: Appen and Remotasks. • LLM response evaluation with comparative ranking. • Text classification and annotation per platform guidelines. • Maintained consistent quality over long task queues.

2023 - Present

Search & Relevance Rater

AppenText

Rated search result quality against detailed evaluation guidelines. Assessed relevance, intent match, and content trustworthiness to support search quality improvement. Completed calibration exercises and passed periodic quality checks throughout the engagement. • Search relevance and trustworthiness rating. • Calibration and recurring quality assurance checks. • Guideline-driven assessment of intent match. • Platform: Appen (Search Quality).

2022 - 2023

Education

Work History