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Hi πŸ‘‹, It's me MRU (Madan Raj Upadhyay)


🧠 About Me

I’m a research-oriented developer exploring Artificial Intelligence, Machine Learning, and LLM systems with a strong focus on practical, real-world deployment.

My work lies at the intersection of:

  • πŸ”¬ AI Research & Experimentation
  • βš™οΈ Efficient model design (small models, CPU-friendly)
  • πŸ“± AI-powered applications (Android + Edge AI)
  • πŸ—„οΈ Backend & Data Handling

I enjoy breaking systems, fixing flaws, and building better solutions through research-driven development.


πŸ”¬ Research Interests

  • πŸ€– Large Language Models (LLMs)
  • 🧠 Model Compression & Fine-Tuning
  • πŸ“‰ Low-resource & CPU-based AI
  • πŸ” AI for Business Automation
  • πŸ“Š Data Analysis & Pattern Mining
  • πŸ§ͺ Experimental AI Prototypes

πŸ› οΈ Tech Stack

Languages & Core:
Python C++ Kotlin Java

AI / ML:
PyTorch TensorFlow Scikit-Learn HuggingFace ONNX

Systems & Tools:
Android SDK SQL Firebase Linux Git SpringBoot


πŸ§ͺ Research & AI Projects

πŸ”Ή LLM Optimization Experiments

  • Fine-tuning small language models for task-specific reasoning
  • CPU-only inference & latency reduction
  • Prompt-engineering vs fine-tuning comparisons

πŸ”Ή AI-Powered Business Systems

  • Inventory & billing systems enhanced with AI insights
  • Offline-first AI decision support
  • Data-driven automation tools

πŸ”Ή Experimental Prototypes

  • Lightweight AI agents
  • Domain-specific mini-models
  • AI + Mobile hybrid applications

πŸ‘‰ Most projects are experimental, iterative, and research-driven.


πŸ“Š GitHub Analytics


🧬 Research Mindset

β€œBuild β†’ Measure β†’ Break β†’ Improve”
I treat every project as an experiment, prioritizing:

  • Reproducibility
  • Performance metrics
  • Real-world constraints

🌐 Connect & Collaborate

  • 🀝 Open to AI research collaboration
  • πŸ“§ Email: your email
  • πŸ’Ό LinkedIn: your LinkedIn

⭐ If my work interests you, feel free to explore or collaborate.

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