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Raj Aryan

Machine Learning Research | Software Engineering Fundamentals | C & Python


About Me

  • B.Tech student actively doing research-oriented work in Machine Learning.
  • Focused on understanding models, data, and algorithms through implementation and experimentation.
  • Experience building ML projects end to end, including data preparation, model training, and evaluation.
  • Strong interest in writing correct, reproducible, and well-documented code.
  • Comfortable working in Linux environments and using Git for research and development workflows.

Research Interests

  • Machine Learning fundamentals and model behavior
  • Deep Learning for image-based and structured data
  • Experimental evaluation of models and architectures
  • Translating research ideas into working code prototypes

Tech Stack

Languages

Python

Frameworks & Libraries

PyTorch Scikit-learn OpenCV

Tools & Platforms

Linux Git


Research & Engineering Approach

  • Using implementation as a way to understand theory.
  • Running controlled experiments and comparing model behavior.
  • Emphasis on clarity, reproducibility, and incremental improvement.
  • Maintaining readable code and structured project layouts.

Current Focus

  • Deepening understanding of machine learning and deep learning models.
  • Exploring research papers through practical implementation.
  • Improving experimental rigor and evaluation techniques.

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