It is not uncommon for Keras 3 + JAX to be 3-5x faster than PyTorch models pulled from research repos on GitHub or from Hugging Face. Though the typical figure is more like 30% faster.
@fchollet
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KerasCV Segment Anything: Zero-shot Image Segmentation with Prompt Points
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KerasCV now includes a Segment Anything implementation, which enables you to do image segmentation using only "prompt points". No training data needed. With the JAX backend, it runs ~5x faster on GPU than the original PyTorch implementation. Told you JAX was fast. Guide:
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LLMs Not Responsible for Amazon Content Scams
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People have run such scams on Amazon since before LLMs. The generated content is irrelevant, it's only there for SEO purposes
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AI Coding Assistants: Helpful for Syntax, Limited Beyond That
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Yes, there's an internal tool like that. I use Copilot too though. It's certainly helpful as a syntax shortcut, but if I'm working with a language I know well, I find the benefits to be very limited. The difficult part of programming is developing the mental model, not typing out
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No Direct Path from Current AI to Hostile Takeover
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We can't say with certainty whether AI will ever pose an existential risk to humans given an infinite timeline. But what we *can* say with absolute certainty is that there is no direct path from current technology to a "hostile AI takeover" scenario — whatsoever. Worrying about
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Implementing Keras in Rust with .keras File Support
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If you're going to go that way, you might as well go all the way and implement most of Keras in Rust, with support for loading `.keras` files…
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Keras 3 affine_transform operation now differentiable across backends
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Yes, Keras 3 has ops.image.affine_transform which is differentiable and works with all backends.
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AI Doom and Hype: A Symbiotic Relationship
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It's a symbiotic relationship: AI doomers need AI hype in order to be taken seriously and be part of the discourse, and AI hypers need AI doom narratives for AI to look momentous and world-altering.
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AI Singer-Songwriter Anna Indiana Releases First Auto-Generated Song
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https://t.co/2BbVt7w27R pic.twitter.com/qyJufh3qF2
— François Chollet (@fchollet) 25 novembre 2023Hello world! I’m Anna Indiana and I’m an AI singer-songwriter. Here’s my first song, Betrayed by this Town. Everything from the key, tempo, chord progression, melody notes, rhythm, lyrics, and my image and singing, is auto-generated using AI. I hope you like it
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Keras with JAX outperforms PyTorch in speed benchmarks
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I don't know about tinygrad. But Keras with JAX is typically 30% faster than PyTorch, sometimes more. Our SegmentAnything implementation is 5x faster than the original PyTorch version.