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Work Background
AI Trainer & Data Annotator (Freelance)
Various (Labelbox, Scale Labs, TELUS Digital AI Data Solutions, Centific, Wow AI, Uber and others)AI Trainer & Data Annotator (Freelance)
Dec. 2023• Designed and evaluated multi-turn conversational prompts across STEM domains (Physics, Advanced Mathematics, Mechanical Engineering) and multilingual datasets (English, Hindi, Punjabi), applying techniques such as Supervised Fine-Tuning (SFT), Reinforcement Learning from Human Feedback (RLHF), and Chain-of-Thought (CoT) prompting to optimize LLM responses. • Identified, categorized, and reported edge cases, hallucinations, and ambiguous outputs to improve AI model robustness and reliability. • Annotated and labeled multimodal data including audio, high-resolution images, and user interactions to support NLP, computer vision, and voice AI system training. • Conducted qualitative and comparative assessments, providing structured feedback using Likert rating scales and industry-standard rubrics to facilitate continuous model refinement and instruction tuning.
Sales and Marketing Consultant
MANITECH INSTRUMENTS PRIVATE LIMITEDSales and Marketing Consultant
Jan. 2022Provide strategic consultation in sales and marketing for high-end industrial equipment, including sorting machines, air compressors, and scanners. Engage in lead generation, client relationship management, and market analysis to drive revenue growth. Key Achievement: Contributed to generating over ₹1 crore in turnover within just 45 days through targeted sales strategies and consultative selling.
Professional Linguist & Technical Writer (Freelance)
VariousProfessional Linguist & Technical Writer (Freelance)
Mar. 2020• Delivered high-accuracy translations, proofreading, linguistic consultancy, and technical writing across diverse domains including Marketing, Legal, General Medical, Technical, and Creative content in English, Hindi, and Punjabi. • Onboarded, tested, and evaluated linguists to ensure quality and consistency in multilingual projects. • Supported localization and content adaptation for over 40 global clients, predominantly based in the UK, US, and AU, including Giglet Education, TheBigWord, Talking Heads, NA World Services, Language Ventures, Translated, and many others.
Trainee
Terminal Ballistics Research LaboratoryTrainee
Jan. 2017 - Jul. 2017Chandigarh, IndiaTBRL-DRDO Studied hypersonic flow behavior in shock tube experiments with emphasis on defense applications. Conducted several sophisticated blast experiments, damage assessments, and data-driven analysis of blast effects.

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