Qwen Image 2.1 on two RTX 3090s: from a private Studio to ZeroGPU
How I tested Qwen Image 2.1 on two RTX 3090s, built a private Gradio Studio behind Tailscale and ported it to Hugging Face ZeroGPU. Results and limits.
Datasets published on HuggingFace for the Machine Learning community.
3 datasets
Dataset with jokes in English
Use: Fine-tuning text generation models for humor
Dataset with translations from English to Spanish
Use: Training English-Spanish translation models
Dataset with Netflix movies and series
Use: Netflix catalog analysis and recommendation systems
How I tested Qwen Image 2.1 on two RTX 3090s, built a private Gradio Studio behind Tailscale and ported it to Hugging Face ZeroGPU. Results and limits.
Learn to decide which tools can run together, limit active operations and match each result to its request, with example...
How to communicate tool errors to a model, allow useful recovery and prevent duplicate saves. Contracts, the tool cycle,...
Let's talk.
maximofn@gmail.com
Machine Learning and AI specialist. I develop solutions with generative AI, intelligent agents and custom models.
Interactive 3D talk (in Spanish) on the Gymnasia agent: where data lives, from plate to data, tools, duplicates, health limits and how to test it all.
Technical talk: skills, subagents, slash commands and MCPs in Claude Code
Hugging Face spaces allow us to run models with very simple demos, but what if the demo breaks? Or if the user deletes it? That's why I've created docker containers with some interesting spaces, to be able to use them locally, whatever happens. In fact, if you click on any project view button, it may take you to a space that doesn't work.
Let's talk.
maximofn@gmail.com
Machine Learning and AI specialist. I develop solutions with generative AI, intelligent agents and custom models.