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SuriyaaMM/README.md

Typing SVG

About Me

๐Ÿง  AI/ML Engineer & Researcher (Student) specializing in foundation models and inference optimization
โšก Building transformers, vision models, and high-performance systems from scratch
๐Ÿ”ญ Currently working on GPU-accelerated inference systems and low-rank optimization
๐ŸŒฑ Exploring JAX, CUDA kernels, and efficient model architectures
๐ŸŽฏ Passionate about making AI more accessible through optimized single-GPU solutions

๐ŸŒ Socials

Email GitHub LinkedIn

Tech Stack

๐Ÿ”ค Languages & Core

Python C++ CUDA Rust Verilog

๐Ÿค– ML/AI Frameworks

JAX PyTorch TensorFlow HuggingFace scikit-learn

๐Ÿ“Š Data Science & Visualization

NumPy Pandas Matplotlib MATLAB

๐ŸŽฎ Graphics & Compute APIs

Vulkan OpenGL DirectX OpenMP

๐ŸŒ Web & Tools

Svelte Git Linux VS Code


๐ŸŒŸ Featured Projects

Project Description Tech Stack
SynapseWorks ๐Ÿง  Interactive neural network architect for rapid design, training, and evaluation Svelte Python JAX
Feather ๐Ÿชถ Software-emulated FP8 quantization for research on low-precision training Python JAX
Low-Rank-Inversion ๐Ÿ† Amazon ML Challenge 2025 โ€” multimodal regression using low-rank structure Python Linear Algebra
VisionTransformer-JAX ๐Ÿ‘๏ธ Vision Transformer implemented from first principles JAX Optax
RL-Terrain-Navigation ๐ŸŽฎ RL agent navigating stochastic terrain with policy-gradient methods PyTorch

๐Ÿˆโ€โฌ› GitHub Stats

GitHub Streak

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  1. Raptor Raptor Public

    Scrapes and Analyses Finance News then Predicts buy/sell using Machine Learning

    Python

  2. synapse-works synapse-works Public

    Architect, Train & Evaluate your Neural Networks in seconds

    Svelte 2 1

  3. havoc havoc Public

    OCR Showdown (12 Digit Digit Recognition)

    HTML 1

  4. Low-Rank-Inversion Low-Rank-Inversion Public

    Amazon ML Challenge 2025

    Python

  5. stnav stnav Public

    Stochastic Terrain Navigation

    HTML 2

  6. feather feather Public

    Lower Precision Floating Point Operations

    Python 82 3