lorenzoh
lorenzoh
Sometimes encodings need to be able to take into account batch information, as in a sequence learning task where samples in a batch should be padded to the length of...
CI fails on Windows at the moment due to file permission errors that occur when downloading datadeps. See for example this run: https://github.com/FluxML/FastAI.jl/runs/6899007003?check_suite_focus=true
In addition to existing feature registries, FastAI.jl will be getting a model registry. The model registry should allow - domain and third-party packages to add additional models when loaded; -...
This adds interface tests to various interfaces in FastAI.jl. This allows - giving user-friendly error messages by performing checks in high-level functions - giving help when implementing an interface, and...
Now that Optimisers.jl is supported by FluxTraining.jl, FastAI.jl should move to using them. This means - default optimisers come from Optimisers.jl - docs are updated - parameter groups and layer...
[https://github.com/libffcv/ffcv] seems to be the state-of-the-art when it comes to fast image pipelines for training deep learning models on computer vision. Would be interesting to benchmark against this and see...
Some low-hanging fruit that FastAI.jl can pick to become faster here: - builtin presizing support - prototype at https://github.com/lorenzoh/DataBlockStorage.jl/ - using JpegTurbo.jl's downsized loading so no storing to disk is...
Ideally, all the documentation pages based off of Jupyter notebooks should have a button to launch them in Colab. For example, fastai's documentation has such a button:  First step...
With #151, FastAI.jl is getting high-level interfaces for searching datasets (`finddatasets`) and loading datasets into task-specific data containers (`loaddataset`). There is also a new `DatasetRecipe` that encapsulates configuration for loading...
With the new Pollen.jl frontend having been adopted in https://github.com/FluxML/FastAI.jl/pull/203, I am taking the opportunity to think about changes and additions to the documentation. The term Reader refers to someone...