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| # Work Experience — Kuldeep Kumar Mishra | |
| ## 1. Teaching Assistant — IIIT Lucknow | |
| Duration: August 2024 – May 2025 | |
| Location: Indian Institute of Information Technology (IIIT) Lucknow | |
| Responsibilities & Contributions: | |
| - Developed machine learning notebooks on AWS SageMaker using datasets stored in Amazon S3 | |
| - Assisted more than 60 students in learning practical machine learning concepts | |
| - Fine-tuned transformer models including BERT and RoBERTa for NLP tasks: | |
| - Named Entity Recognition (NER) | |
| - Sentiment Analysis | |
| - Word Sense Disambiguation | |
| - Supported faculty in designing lab sessions and coursework materials | |
| - Helped students debug ML code, understand model architectures, and interpret results | |
| Key Skills Used: AWS SageMaker, Amazon S3, Python, PyTorch, Hugging Face Transformers, BERT, RoBERTa, NLP, Machine Learning | |
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| ## 2. AI Tutor and Expert Mathematician — Outlier | |
| Duration: September 2024 – September 2025 | |
| Type: Remote / Freelance | |
| Responsibilities & Contributions: | |
| - Contributed to AI model training by applying advanced mathematical concepts | |
| - Evaluated Large Language Model (LLM) outputs for quality, correctness, and reasoning | |
| - Improved response quality of AI systems by providing expert feedback and annotations | |
| - Supported development of high-quality AI training datasets | |
| - Applied deep mathematical expertise to validate and improve AI-generated content in STEM domains | |
| Key Skills Used: Mathematics, LLM Evaluation, Prompt Analysis, AI Training Data, Analytical Reasoning | |
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| ## 3. Home Tutor (Mathematics) — Self-Employed | |
| Duration: 2019 – 2022 (alongside B.Sc. studies) | |
| Location: Darbhanga, Bihar | |
| Responsibilities: | |
| - Taught Mathematics to Class 11 and Class 12 students | |
| - Covered topics: Calculus, Algebra, Trigonometry, Coordinate Geometry, Statistics | |
| - Developed ability to explain complex concepts in simple, accessible language | |
| - Built strong communication, leadership, and mentoring skills | |
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| ## Summary of Experience | |
| - Total professional AI/ML experience: 2+ years | |
| - Students mentored: 60+ (IIIT Lucknow) + private tutoring | |
| - Domains: AI Engineering, NLP, Model Fine-tuning, Teaching, Mathematical Consulting | |
| - Environments: Academic (IIIT Lucknow), Industry (Outlier), Freelance | |