JOHNAP
01 / THE TECH SIDE

Curiosity.
Made tangible.

Computer Science graduate (B.E., 2026) specializing in LLM evaluation and multimodal data annotation, with hands-on experience across text, image, video, and audio annotation pipelines for training and benchmarking AI models. Backs this with a technical foundation in Python and full-stack development, built through independent projects including an AI-powered conversational platform and a machine learning diet recommendation system. Seeking AI/ML roles in model training, evaluation, and data quality.

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SELECTED PROJECTS01 — 06
THE KNOW-HOW / ALWAYS EVOLVING

Skills.

AI/MLPythonReactNext.jsPrompt EngineeringNode.jsPostgreSQLLLM EvaluationPandasAWS S3

Tools & Technologies

Express.jsMySQLFirebaseGit & GitHubLinuxJupyter NotebookVS CodeGemini APIPower BIExcelNumPyScikit-learnModel BenchmarkingData Annotation

Soft Skills

Event PlanningProject ManagementBudgetingRisk AssessmentLeadershipCommunicationCollaborationDecision-Making
01 / THE JOURNEY

Experience.

LLM Evaluation & Training Data Specialist @Appen

May 2026 - Present | Remote

  • Evaluated and curated search engine result datasets through relevance scoring, categorization, and sentiment analysis, contributing to search quality benchmarking pipelines.
  • Engineered realistic workplace prompts and structured evaluation rubrics for multilingual video-generation AI agents.
  • Extended annotation work across 4 concurrent projects spanning image captioning and audio transcription.

LLM Evaluation & Training Data Specialist @Outlier AI

Oct 2025 - May 2026 | Remote

  • Contributed to 8+ AI training and evaluation projects, performing structured data annotation and quality assessment.
  • Executed prompt evaluation and rubric-based quality assessments to support LLM fine-tuning and training pipelines.
  • Benchmarked leading LLMs across multi-turn conversational tasks using a structured issue taxonomy.
02 / THE JOURNEY

Education.

Bachelor of Engineering in Computer Science and Engineering

Sept 2022 - May 2026 | Thapar Institute of Engineering and Technology, Patiala, Punjab, India

  • Current Grade: 7.27/10.

Class XII, RBSE

Mar 2020 - Jul 2021 | L B S Academy Senior Secondary School, Mahavir Nagar Ext., Kota

  • Grade: 98.80%.

Class 10th — Science

June 2019 | Jawahar Navodaya Vidyalaya, Banda UP

  • Completed with 94.40%.
03 / THE JOURNEY

Activities.

Core Member @Mudra

Aug 2022 - Oct 2024 | Patiala, Punjab, India

  • Orchestrated 5 large-scale cultural events, managing budgets, vendor negotiations, and logistics to ensure smooth operations and vibrant participant experiences.
  • Promoted cultural diversity and enhanced campus participation through strategic planning and collaborative execution.

Core Member @Saturnalia

Aug 2022 - Jul 2024 | Patiala, Punjab, India

  • Managed logistics for TIET Patiala's flagship techno-cultural festival with 10,000+ attendees and 50+ event segments, ensuring on-time, high-quality execution.
  • Improved team efficiency through structured cross-functional coordination and faster issue resolution.

Member @Thapar Adventure Club

Sept 2022 - May 2024 | Patiala, Punjab, India

  • Coordinated and supervised college treks and trips, conducting risk assessments and implementing safety measures that resulted in overall good experience.
  • Organized 5+ adventure treks and outdoor events with 40+ participants, and improving group decision-making.