# timm

Published articles for timm.

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## Gemma 3n fully available in the open-source ecosystem!

DevFeed: [Gemma 3n fully available in the open-source ecosystem!](<https://devfeed.tech/articles/gemma-3n-fully-available-in-the-open-source-ecosystem-7213.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/gemma3n>)

Author: Aritra Roy Gosthipaty; Pedro Cuenca; Sergio Paniego; Vaibhav Srivastav; Christopher Fleetwood; Joshua; Steven Zheng; Kashif Rasul

Published: 2025-06-26T00:00:00Z

Content type: article

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [gemma](<https://devfeed.tech/topics/gemma.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [AI Development](<https://devfeed.tech/topics/ai-development.md>), [llama.cpp](<https://devfeed.tech/topics/llama-cpp.md>), [MLX](<https://devfeed.tech/topics/mlx.md>), [Ollama](<https://devfeed.tech/topics/ollama.md>), [transformers.js](<https://devfeed.tech/topics/transformers-js.md>), [GPU](<https://devfeed.tech/topics/gpu.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [timm](<https://devfeed.tech/topics/timm.md>), [asr](<https://devfeed.tech/topics/asr.md>), [Embeddings](<https://devfeed.tech/topics/embeddings.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [audio](<https://devfeed.tech/tags/audio.md>), [community](<https://devfeed.tech/tags/community.md>), [embeddings](<https://devfeed.tech/tags/embeddings.md>), [gemma](<https://devfeed.tech/tags/gemma.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [implementation](<https://devfeed.tech/tags/implementation.md>), [llama-cpp](<https://devfeed.tech/tags/llama-cpp.md>), [llm](<https://devfeed.tech/tags/llm.md>), [mlx](<https://devfeed.tech/tags/mlx.md>), [multimodal](<https://devfeed.tech/tags/multimodal.md>), [ollama](<https://devfeed.tech/tags/ollama.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [release](<https://devfeed.tech/tags/release.md>), [research](<https://devfeed.tech/tags/research.md>), [speech](<https://devfeed.tech/tags/speech.md>), [timm](<https://devfeed.tech/tags/timm.md>), [transformers](<https://devfeed.tech/tags/transformers.md>), [transformers-js](<https://devfeed.tech/tags/transformers-js.md>), [translation](<https://devfeed.tech/tags/translation.md>), [vision](<https://devfeed.tech/tags/vision.md>), [vlm](<https://devfeed.tech/tags/vlm.md>)

### AI overview

This article announces the availability of Gemma 3n in major open-source libraries and presents practical usage and fine-tuning examples. It describes the model variants, memory-efficient hardware requirements, multimodal audio and vision encoders, speech-to-text and translation capabilities, and architectural features including MatFormer and Per-Layer Embeddings.

### Source excerpt

We're on a journey to advance and democratize artificial intelligence through open source and open science.

## Timm ❤ Transformers: Use any timm model with transformers

DevFeed: [Timm ❤ Transformers: Use any timm model with transformers](<https://devfeed.tech/articles/timm-transformers-use-any-timm-model-with-transformers-7513.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/timm-transformers>)

Author: Aritra Roy Gosthipaty; Ross Wightman; Pavel Iakubovskii; Pedro Cuenca; Vaibhav Srivastav

Published: 2025-01-16T00:00:00Z

Content type: tutorial

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [AI, ML & Data Engineering](<https://devfeed.tech/topics/ai-ml-data-engineering.md>), [object-detection](<https://devfeed.tech/topics/object-detection.md>), [web applications](<https://devfeed.tech/topics/web-applications.md>)

Tags: [api](<https://devfeed.tech/tags/api.md>), [classification](<https://devfeed.tech/tags/classification.md>), [community](<https://devfeed.tech/tags/community.md>), [computer-vision](<https://devfeed.tech/tags/computer-vision.md>), [cv](<https://devfeed.tech/tags/cv.md>), [fine-tuning](<https://devfeed.tech/tags/fine-tuning.md>), [gradio](<https://devfeed.tech/tags/gradio.md>), [integration](<https://devfeed.tech/tags/integration.md>), [pytorch](<https://devfeed.tech/tags/pytorch.md>), [quantization](<https://devfeed.tech/tags/quantization.md>), [timm](<https://devfeed.tech/tags/timm.md>), [transformers](<https://devfeed.tech/tags/transformers.md>)

### AI overview

A tutorial on integrating timm computer-vision models with Transformers for pipelines, quantization, fine-tuning, and inference, including an image-classification app example.

### Source excerpt

We're on a journey to advance and democratize artificial intelligence through open source and open science.