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working on a secret
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working on a secret
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Achievement: Pull Sharkx3Achievement: Starstruckx2Achievement: QuickdrawAchievement: YOLO

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ATATC/README.md

Tianhao Fu

2T9 Engineering Science at the University of Toronto. Student researcher at UHN, research assistant at SJTU, research team lead at UTMIST, and chief of Project Neura.

I build machine learning systems, medical AI tooling, engineering software, and infrastructure for research workflows.

Opinions are my own.

Project Index

Category Projects
Medical AI and Computer Vision MIPCandy, SegWithU, MedGemma-FLARE-2D, SortScrews
AI Agents and ML Workflows MLE
Engineering Systems and Infrastructure LEADS, Erbium, DRA-config
Civil Engineering and Optimization CIV102 Bridge Project

Medical AI and Computer Vision

Project Focus Description
ProjectNeura/MIPCandy PyTorch medical image processing Experiment pipeline tooling for PyTorch MIP models, covering medical imaging tasks such as classification, detection, and segmentation.
ProjectNeura/SegWithU Risk-aware medical image segmentation Official repository for SegWithU, a medical image segmentation project focused on uncertainty as perturbation energy.
ATATC/MedGemma-FLARE-2D Medical multimodal baselines MedGemma baselines on the FLARE-MLLM-2D dataset.
ATATC/SortScrews Real-time classification dataset Dataset and baseline for real-time screw sorting with computer vision and transfer learning.

AI Agents and ML Workflows

Project Focus Description
ProjectNeura/MLE ML engineering agents A machine learning engineer agent workflow for reproducing papers, training models, and fine-tuning models from a prompt.

Engineering Systems and Infrastructure

Project Focus Description
ProjectNeura/LEADS Vehicle instrumentation and control Data-driven instrumentation, control, dashboarding, and analysis systems for racing cars.
ProjectNeura/Erbium Internal compute platform Project Neura's internal computing platform for containerized job execution and research infrastructure.
ATATC/DRA-config Research server setup Shared AI coding configuration for lab workflows on Slurm-managed servers, including Compute Canada-style environments.

Civil Engineering and Optimization

Project Focus Description
ATATC/CIV102-Bridge-Project Bridge analysis and optimization Automated calculation and optimization tools with extensive documentation for the CIV102 bridge project.

Toolbox

Python PyTorch Shell Docker HTML

Links

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  1. ProjectNeura/MIPCandy ProjectNeura/MIPCandy Public

    Build a complete experiment pipeline for your PyTorch MIP model in 10 seconds.

    Python 293 44

  2. ProjectNeura/LEADS ProjectNeura/LEADS Public

    Enable your racing car with powerful, data-driven instrumentation, control, and analysis systems, all wrapped up in a gorgeous look.

    Python 262 37

  3. ProjectNeura/SegWithU ProjectNeura/SegWithU Public

    Official repo for SegWithU: Uncertainty as Perturbation Energy for Single-Forward-Pass Risk-Aware Medical Image Segmentation

    HTML 4 3

  4. ProjectNeura/MLE ProjectNeura/MLE Public

    Machine Learning Engineer (MLE): get your model trained with just a sentence.

    Python 2

  5. ProjectNeura/Erbium ProjectNeura/Erbium Public

    Project Neura's Internal Computing Platform

    HTML 1 4