Mathematics · Machine Learning · Cognitive Systems
PhD Candidate @ Sarala Birla University · Ranchi, India
I teach mathematics. I also do research in Applied Machine Learning for Fluid Dynamics. The two things aren't as separate as they sound both are about finding structure in complexity.
Outside the classroom and the lab, I'm building Tungston Theory a gamified intelligence system designed to change how students relate to mathematical thinking. Not faster problem-solving. Different perception.
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│ KSHITIZ KUMAR SINHA │
│ Mathematics Teacher × ML Researcher × System Builder │
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│ STR ███████████░ Mathematics M.Sc · PhD (2028) │
│ INT ████████████ Machine Learning Applied ML · CV │
│ WIS ██████████░░ Pedagogy CTET · 2+ yrs CBSE │
│ DEX █████████░░░ Computer Vision PyTorch · YOLOv8 │
│ CHA ██████████░░ Mentorship 240+ students │
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│ ACTIVE ▸ Tungston Theory — gamified maths intelligence │
│ ONGOING ▸ PhD — Applied ML for Fluid Dynamics (2025–2028) │
│ ONGOING ▸ Mentor — 20+ rural students, Ranchi │
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| Vision-Fusion | Modular real-time CV — YOLOv8, face detection, motion analysis, CNN classification. One pipeline. |
| AirVolumeControl | Gesture-based system volume control via hand landmarks. No peripherals. |
| Handwriting_Emotion_Detection | Emotion detection from pen trajectory data. Handwriting as a psychological signal. |
I don't want students to solve questions. I want them to see patterns where others see problems.