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SuriyaaMM/README.md

Typing SVG

About Me

🧠 AI/ML Engineer & Researcher (Student) specializing in foundation models and inference optimization
⚡ Building transformers, vision models, and high-performance systems from scratch
🔭 Currently working on GPU-accelerated inference systems and low-rank optimization
🌱 Exploring JAX, CUDA kernels, and efficient model architectures
🎯 Passionate about making AI more accessible through optimized single-GPU solutions

🌐 Socials

Email GitHub LinkedIn

Tech Stack

🔤 Languages & Core

Python C++ CUDA Rust Verilog

🤖 ML/AI Frameworks

JAX PyTorch TensorFlow HuggingFace scikit-learn

📊 Data Science & Visualization

NumPy Pandas Matplotlib MATLAB

🎮 Graphics & Compute APIs

Vulkan OpenGL DirectX OpenMP

🌐 Web & Tools

Svelte Git Linux VS Code


🌟 Featured Projects

Project Description Tech Stack
SynapseWorks 🧠 Interactive neural network architect for rapid design, training, and evaluation Svelte Python JAX
Feather 🪶 Software-emulated FP8 quantization for research on low-precision training Python JAX
Low-Rank-Inversion 🏆 Amazon ML Challenge 2025 — multimodal regression using low-rank structure Python Linear Algebra
VisionTransformer-JAX 👁️ Vision Transformer implemented from first principles JAX Optax
RL-Terrain-Navigation 🎮 RL agent navigating stochastic terrain with policy-gradient methods PyTorch

🐈‍⬛ 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 86 3