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Achievement: YOLOAchievement: Pull Shark

Achievements

Achievement: YOLOAchievement: Pull Shark

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ryanlai666/README.md

Ph.D. @ Texas A&M | AI for Science | Ex-ML and Simulation Engineer Intern

🛠️ Tech Stack

  • AI & Machine Learning: PyTorch, Graph Neural Networks (GNN/GAT/EGT), CNN, Vit, Scikit-Learn, LangChain, LLM API, RF/SVM
  • Software Engineering & Web: Python, C++, TypeScript, JavaScript, React, FastAPI, Flask, SQL (MySQL/SQLAlchemy/PostgreSQL/SQLite), Neo4j, R, Git, Linux (Shell Scripting/Bash), OpenMP, Tableau, Pandas/NumPy
  • Scientific Computing: VASP, LAMMPS, Gaussian, Kinetic Monte Carlo, ReaxFF, Quantum Espresso, CP2k, GROMACS, COMSOL, RDKit/ASE, Ovito/VMD, PBS/Slurm, NequIP, DeepMD

📊 Stats

Top Langs

Featured Projects

ML / AI Agents / LLMs

Project Description Tech
bamboo_mixer Nature Machine Intelligence project. Prediction-generation pipeline for Electrolyte discovery using Graph Neural Networks. Python GNN PyTorch
PCB-Defect-CV-Benchmark Computer Vision Benchmark comparing 6 state-of-the-art architectures (YOLO, RT-DETR, DINOv3, ViT) for real-time PCB defect detection. PyTorch Computer-vision CNN DINOv3
Vasp-Wiki-Agent RAG Pipeline for VASP documentation. Retrieval-Augmented Generation built with Gemini 2.5 Flash, FAISS vector search, and a React frontend. Python LangChain Gemini React
IR_spectra_agent LangGraph Computational Chemistry Agent designed to automate Geometry Optimization and IR spectra calculations. Python LangGraph LLM

Full Stack & Data Apps

Project Description Tech
Openadmet_db_tableau Web-based analytical dashboard for exploring ADMET datasets. HTML Tableau Data Viz
Meat_Cut Hybrid architecture app using SQLite for metadata and Google Drive API for storage. Node.js React SQLite
Restaurant_App Full-stack ordering system with responsive frontend. TypeScript Express

Recent Publications

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  1. bamboo_mixer bamboo_mixer Public

    Forked from ByteDance-Seed/bamboo_mixer

    Internship project of prediction-generation for Electrolyte at ByteDance

    Python

  2. PCB-Defect-CV-Benchmark PCB-Defect-CV-Benchmark Public

    PCB-Defect CV benchmark: A comprehensive PyTorch evaluation benchmark comparing 6 state-of-the-art computer vision models (Faster R-CNN, ViT-Det, SME-YOLO, YOLO26, RT-DETR, DEIMv2/DINOv3) for real-…

    Python 1

  3. IR_spectra_agent IR_spectra_agent Public

    LangGraph Computational Chemistry Agent for OPT and IR calculation.

    Python

  4. Vasp-Wiki-Agent Vasp-Wiki-Agent Public

    Retrieval-Augmented Generation (RAG) pipeline for VASP wiki documentation. Built with Gemini 2.5 Flash, FAISS vector search, FastAPI, and Vite+React.

    Python 1

  5. Openadmet_db_tableau Openadmet_db_tableau Public

    OpenADMET Analytics Dashboard -- A web-based analytical platform for exploring ADMET (openadmet-expansionrx) datasets.

    HTML

  6. Meat_Cut Meat_Cut Public

    Meat Cut Guide App -- A full-stack application built with React and Node.js, features a unique hybrid architecture that utilizes SQLite for metadata querying and leveraging the Google Drive API an…

    JavaScript