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Vipul T.

Vipul T.

Freelance Medical Educator (Medical AI training–adjacent clinical content structuring and fact verification) at PW (Phys

India flagGreater Noida, India

Key Skills

Software

No software listed

Top Subject Matter

Medical/Clinical (MBBS curriculum
Medicine Domain Expertise
Surgery Domain Expertise

Top Data Types

TextText
DocumentDocument

Top Task Types

Question AnsweringQuestion Answering
Entity (NER) ClassificationEntity (NER) Classification

Freelancer Overview

Freelance Medical Educator (Medical AI training–adjacent clinical content structuring and fact verification) at PW (Phys. Brings 4+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Anki. Education includes Bachelor of Medicine and Bachelor of Surgery, Government Institute of Medical Sciences (GIMS), Greater Noida (2027). AI-training focus includes data types such as Text and Medical DICOM and labeling workflows including Question Answering and Named Entity Recognition.

Labeling Experience

Freelance Medical Educator - PW (Physics Wallah)

Entity (NER) ClassificationEntity (NER) Classification

Freelance medical educator developing structured clinical teaching content for medical entrance and university exam aspirants. Designed high-yield study resources aligned to SAQ/LAQ formats and common exam patterns using clinical domain knowledge. Built and reorganized Anki flashcard decks with hierarchical tagging and atomic-fact design to support rapid revision and spaced learning. • Created exam-aligned teaching content across OBG, Neonatology, Paediatrics, Surgery/Orthopaedics, and Cardiology • Produced SAQ/LAQ notes with mnemonics, comparison tables, and rapid-revision summaries • Built and restructured Anki flashcards using Basic and Cloze formats with hierarchical tagging • Fact-checked and verified clinical content accuracy prior to publishing for learners

2023 - Present

Freelance Medical Educator (Medical AI training–adjacent clinical content structuring and fact verification) at PW (Physics Wallah)

TextTextQuestion AnsweringQuestion Answering

Freelance medical educator work involved creating structured, exam-aligned clinical knowledge content that can be repurposed for AI tutoring and clinical annotation workflows. The role emphasized decomposing complex medical concepts into atomic facts with hierarchical tagging, comparison tables, and rapid-revision summaries. It also included rigorous fact-checking and verification to ensure labeled clinical information quality. • Created SAQ/LAQ-style structured study materials for medical entrances and university exams. • Designed spaced-repetition flashcards (Anki Basic/Cloze) with hierarchical tags and exam relevance markers. • Fact-checked and structured clinical content for accuracy prior to publishing. • Produced and reviewed bilingual (English & Hindi) clinical content for multilingual use.

2023 - Present

Education

G

Government Institute of Medical Sciences (GIMS), Greater Noida

Bachelor of Medicine and Bachelor of Surgery, Medicine

Bachelor of Medicine and Bachelor of Surgery
2022 - 2027

Work History

P

PW (Physics Wallah)

Freelance Medical Educator

Greater Noida
2023 - Present