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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

CategoryProjects
Medical AI and Computer VisionMIPCandy, SegWithU, MedGemma-FLARE-2D, SortScrews
AI Agents and ML WorkflowsMLE
Engineering Systems and InfrastructureLEADS, Erbium, DRA-config
Civil Engineering and OptimizationCIV102 Bridge Project

Medical AI and Computer Vision

ProjectFocusDescription
ProjectNeura/MIPCandyPyTorch medical image processingExperiment pipeline tooling for PyTorch MIP models, covering medical imaging tasks such as classification, detection, and segmentation.
ProjectNeura/SegWithURisk-aware medical image segmentationOfficial repository for SegWithU, a medical image segmentation project focused on uncertainty as perturbation energy.
ATATC/MedGemma-FLARE-2DMedical multimodal baselinesMedGemma baselines on the FLARE-MLLM-2D dataset.
ATATC/SortScrewsReal-time classification datasetDataset and baseline for real-time screw sorting with computer vision and transfer learning.

AI Agents and ML Workflows

ProjectFocusDescription
ProjectNeura/MLEML engineering agentsA machine learning engineer agent workflow for reproducing papers, training models, and fine-tuning models from a prompt.

Engineering Systems and Infrastructure

ProjectFocusDescription
ProjectNeura/LEADSVehicle instrumentation and controlData-driven instrumentation, control, dashboarding, and analysis systems for racing cars.
ProjectNeura/ErbiumInternal compute platformProject Neura's internal computing platform for containerized job execution and research infrastructure.
ATATC/DRA-configResearch server setupShared AI coding configuration for lab workflows on Slurm-managed servers, including Compute Canada-style environments.

Civil Engineering and Optimization

ProjectFocusDescription
ATATC/CIV102-Bridge-ProjectBridge analysis and optimizationAutomated calculation and optimization tools with extensive documentation for the CIV102 bridge project.

Toolbox

PythonPyTorchShellDockerHTML

Links

Pinned Loading

  1. ProjectNeura/MIPCandyProjectNeura/MIPCandyPublic

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

    Python 294 44

  2. ProjectNeura/LEADSProjectNeura/LEADSPublic

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

    Python 266 37

  3. ProjectNeura/SegWithUProjectNeura/SegWithUPublic

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

    HTML 5 3

  4. ProjectNeura/MLEProjectNeura/MLEPublic

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

    Python 2

  5. ProjectNeura/ErbiumProjectNeura/ErbiumPublic

    Project Neura's Internal Computing Platform

    HTML 1 4

  6. MedGemma-FLARE-2DMedGemma-FLARE-2DPublic

    Forked from ProjectNeura/MLE

    MedGemma Baselines on the FLARE-MLLM-2D Dataset

    Python 2 1