Love this feature, but it fails to load a *lot* of URLs I give it, including many of my lovely llms.txt files! :O
@jeremyphoward
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GRU Neural Networks Rise in Deep Learning Research
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I also didn't realise you were on this paper Rupesh. So cool! How do you feel about the rise of GRU and friends nowadays? https://
arxiv.org/abs/1503.04069 -
Feature Importance Method Comparison in Machine Learning
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Oh yes, marvelous paper from @FrankRHutter
. Embarrassingly I only discovered it after I was done, although my super-basic approach (regular rf gini feature importance and fairly naive sampling) actually turned out just fine. -
Flexicache: New Flexible Cache Decorator for Fastcore
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Thanks to @pydanny
, here's a wonderful article describing a useful new fastcore feature: `flexicache`. It's a super-flexible cache decorator which comes with 'mtime' and 'time' policies ootb, but you can add your own with just a few lines of code. -
Random Forests: A Fundamental Machine Learning Technique Explained
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PS: This isn't a recent addition — I was just reminded about it when I came across Lukas mention in this video, and realised I'd never actually said anything about this. 🙂 Random forests are just so damn cool.
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ULMFiT optimization: hyperparameter importance via random forest
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When I was optimising ULMFiT, I came up with a trick where I ran lots of ablations and fed all the hyperparams and results to a random forest. That told me which were most important. I told @l2k about it, and @wandb added it to their product! 😀 https://
youtu.be/2QX6jjMt1Eg?si
=icbhCYqFpt4WEhjP&t=1217
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Superior Chat UI for API Power Users and Developers
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This. I know it was created as a demo/playground for folks considering the API, but it’s a better chat UI than anything else (other than our own of course!) and is particularly great for power users
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Developer Tools Docker Integration Improvement
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Oh nice I’ve been looking forward to that. I hate dev tools inside docker so this will be super helpful!
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UAE Democratic Tech Stack: Geopolitical Tech Ethics Question
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I think one day you'll look back at "The UAE is a frontline base to move more of the world to the democratic tech stack" and wonder what the hell you were thinking.
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Opus Model Collaborative Coding Capabilities and Workflow
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Thanks for sharing – I enjoyed this video! Nice and simple workflow, and really clear explanation of what's going on. It would be interesting to see if Opus was able to handle adding the collaborative bits too. That's the part that's a bit more non-standard / tricky.