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Applied ML Researcher | Foundation Models & Medical Imaging |Building AI systems
πŸ’­
Applied ML Researcher | Foundation Models & Medical Imaging |Building AI systems

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Aleptonic/README.md

Hi, I'm Akshay πŸ‘‹

I'm a final-year Computer Science undergraduate at, specializing in Data Science. I'm passionate about building and understanding machine learning models from the ground up, with a deep interest in computer vision, NLP and generative AI.

My most recent work has been as a Research Intern at IIT-Bombay, where I'm worked on modeling gait dynamics for clinical profiling.

I believe the most interesting challenges lie at the intersection of established theory and messy, real-world data. My approach is to rigorously build from first principles, diagnose problems with methodical experimentation, and prioritize creating tools that are not just accurate, but also reproducible and robust.


πŸ› οΈ My Tech Stack

Python PyTorch TensorFlow scikit-learn LangChain Docker Git Hugging Face Weights & Biases LlamaIndex FastAPI MLflow NumPy Pandas Matplotlib Dask


πŸš€ What I'm Working On

  • πŸ“„ ILBE (AICS 2026 Submission): Innovating a novel data augmentation (ILBE) for few-shot visual malware classification. My paper on this is currently under review.
  • 🧠 Undergrad Final Project (TDA + U-Net): Using Topological Data Analysis (Persistent Homology) to enhance U-Net architectures for segmenting small intracranial aneurysms.
  • πŸ€– GenAI Agent Memory: Developing a long-term memory architecture for real-time voice AI agents in the medical field.

πŸ“Š My GitHub Stats

Akshay's GitHub Stats Top Languages


πŸ“« How to Reach Me

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