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lorenzoh/README.md

Hi, I'm Lorenz 👋

I am passionate about computer vision, deep learning and software design.

Without a particular order, things I am interested in: computer vision, software, martial arts, API design, Neapolitan pizza, procedural generation, pen & paper, developer experience, technical writing, reading, pose estimation and more that I might find the time to add later 😅.

If you want to reach out, feel free to message me on my Twitter, @holylorenzo!

Here on GitHub, I mainly work on better tooling for deep learning in Julia. To do this, I've authored several Julia libraries, including:

  • FastAI.jl, a high-level interface for complete deep learning projects (approved by fastai creators) (see the announcement post),
  • FluxTraining.jl, an extensible training loop with best practices,
  • DataLoaders.jl, an efficient, parallel data loader for larger-than-memory datasets
  • DataAugmentation.jl: high-performance, composable data augmentations for 2D and 3D spatial data like images, segmentation masks, and keypoints
  • Pollen.jl, a documentation system to build beautiful documentation pages for your libraries (see this example page)

I'm also a member of the FluxML organization. If you're interested in contributing, come say hi on the Zulip channel or on the biweekly ML ecosystem call (find the link here).

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  1. FluxML/FastAI.jl FluxML/FastAI.jl Public

    Repository of best practices for deep learning in Julia, inspired by fastai

    Julia 585 52

  2. FluxML/FluxTraining.jl FluxML/FluxTraining.jl Public

    A flexible neural net training library inspired by fast.ai

    Julia 117 25

  3. FluxML/DataAugmentation.jl FluxML/DataAugmentation.jl Public

    Flexible data augmentation library for machine and deep learning

    Julia 41 17

  4. DataLoaders.jl DataLoaders.jl Public

    A parallel iterator for large machine learning datasets that don't fit into memory inspired by PyTorch's `DataLoader` class.

    Julia 74 9

  5. Pollen.jl Pollen.jl Public

    Format-independent document generation tool built for interactive work

    Julia 76 5