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kenobiย  authored a paper 18 days ago
On Invariance Penalties for Risk Minimization
kenobiย  authored a paper 18 days ago
Generating (Factual?) Narrative Summaries of RCTs: Experiments with Neural Multi-Document Summarization
kenobiย  authored a paper 18 days ago
Bayesian Deep Learning for Exoplanet Atmospheric Retrieval
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sergiopaniegoย 
posted an update about 22 hours ago
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449
The list of hands-on notebooks (some beginner-friendly!) to get started with fine-tuning using TRL keeps growing!!

โ€ข SFT
โ€ข GRPO
โ€ข Tool calling & agents
โ€ข RL environments with OpenEnv
โ€ข LLMs and VLMs
โœจ Many run on FREE Colab, making it super easy to get started fast!

https://github.com/huggingface/trl/tree/main/examples/notebooks
sergiopaniegoย 
posted an update 4 days ago
sergiopaniegoย 
posted an update 5 days ago
sergiopaniegoย 
posted an update 11 days ago
sergiopaniegoย 
posted an update 12 days ago
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1918
The Christmas holidays are here! ๐ŸŽ„
Thinking about learning something new in AI?

@huggingface offers 12 FREE courses covering all the relevant topics, for every level of experience. A great challenge for the holidays (and worth saving for later ๐Ÿ™„)

Letโ€™s explore them!

๐Ÿง  ๐—Ÿ๐—Ÿ๐—  ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ: large language models with HF tools
https://huggingface.co/learn/llm-course

๐Ÿค– ๐—”๐—ด๐—ฒ๐—ป๐˜๐˜€ ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ: build and deploy AI agents
https://huggingface.co/learn/agents-course

๐ŸŽจ ๐——๐—ถ๐—ณ๐—ณ๐˜‚๐˜€๐—ถ๐—ผ๐—ป ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ: diffusion models with ๐Ÿค— Diffusers
https://huggingface.co/learn/diffusion-course

๐Ÿ”Š ๐—”๐˜‚๐—ฑ๐—ถ๐—ผ ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ: transformers for audio tasks
https://huggingface.co/learn/audio-course

๐ŸŽฎ ๐——๐—ฒ๐—ฒ๐—ฝ ๐—ฅ๐—Ÿ ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ: deep reinforcement learning
https://huggingface.co/learn/deep-rl-course

๐Ÿ‘๏ธ ๐—–๐—ผ๐—บ๐—บ๐˜‚๐—ป๐—ถ๐˜๐˜† ๐—–๐—ผ๐—บ๐—ฝ๐˜‚๐˜๐—ฒ๐—ฟ ๐—ฉ๐—ถ๐˜€๐—ถ๐—ผ๐—ป ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ: modern computer vision with HF
https://huggingface.co/learn/computer-vision-course

๐Ÿฆพ ๐—ฅ๐—ผ๐—ฏ๐—ผ๐˜๐—ถ๐—ฐ๐˜€ ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ (๐—Ÿ๐—ฒ๐—ฅ๐—ผ๐—ฏ๐—ผ๐˜): learning-based robotics
https://huggingface.co/learn/robotics-course

๐Ÿงฉ ๐— ๐—–๐—ฃ ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ: Model Context Protocol explained
https://huggingface.co/learn/mcp-course

๐Ÿงช ๐—” ๐—ฆ๐—บ๐—ผ๐—น ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ: post-training AI models
https://huggingface.co/learn/a-smol-course

๐Ÿ•น๏ธ ๐— ๐—Ÿ ๐—ณ๐—ผ๐—ฟ ๐—š๐—ฎ๐—บ๐—ฒ๐˜€: AI in game development
https://huggingface.co/learn/ml-for-games-course

๐ŸงŠ ๐— ๐—Ÿ ๐—ณ๐—ผ๐—ฟ ๐Ÿฏ๐——: machine learning for 3D data
https://huggingface.co/learn/ml-for-3d-course

๐Ÿ“˜ ๐—ข๐—ฝ๐—ฒ๐—ป-๐—ฆ๐—ผ๐˜‚๐—ฟ๐—ฐ๐—ฒ ๐—”๐—œ ๐—–๐—ผ๐—ผ๐—ธ๐—ฏ๐—ผ๐—ผ๐—ธ: practical AI notebooks
https://huggingface.co/learn/cookbook

All of them can be found here: https://huggingface.co/learn
sergiopaniegoย 
posted an update 16 days ago
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1821
Google DeepMind releases FunctionGemma, a 240M model specialized in ๐Ÿ”ง tool calling, built for fine-tuning

TRL has day-0 support. To celebrate, weโ€™re sharing 2 new resources:

> Colab guide to fine-tune it for ๐ŸŒ browser control with BrowserGym OpenEnv
> Standalone training script

> Colab notebook: https://colab.research.google.com/github/huggingface/trl/blob/main/examples/notebooks/grpo_functiongemma_browsergym_openenv.ipynb
> Training script: https://github.com/huggingface/trl/blob/main/examples/scripts/openenv/browsergym_llm.py (command to run it inside the script)
> More notebooks in TRL: https://huggingface.co/docs/trl/example_overview#notebooks
kenobiย 
authored 3 papers 18 days ago
sergiopaniegoย 
posted an update 19 days ago
sergiopaniegoย 
posted an update 22 days ago
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2099
๐ŸŽ„ last talk of the year about open AI and HF today at Universidad Rey Juan Carlos for undergrad students

always a pleasure to be back at my alma mater

๐ŸŽ… slides: https://github.com/sergiopaniego/talks
  • 1 reply
ยท
woojun-jungย 
authored a paper 22 days ago
sergiopaniegoย 
posted an update 23 days ago
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1676
TRL now includes agent training support for GRPOโ€ผ๏ธ

Train ๐Ÿ•ต๏ธ agents with ๐Ÿ”ง tools, enabling interaction with external functions and APIs.

And of course, a new notebook and scripts to get you up to speed

๐Ÿ“˜ notebook tutorial: https://github.com/huggingface/trl/blob/main/examples/notebooks/grpo_agent.ipynb

๐Ÿ“‚ script examples: https://github.com/huggingface/trl/blob/main/examples/scripts/grpo_agent.py

๐Ÿ“ฆ TRL v0.26.0 release: https://github.com/huggingface/trl/releases/tag/v0.26.0
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sergiopaniegoย 
posted an update 24 days ago
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2840
ICYMI, you can fine-tune open LLMs using Claude Code

just tell it:
โ€œFine-tune Qwen3-0.6B on open-r1/codeforces-cotsโ€

and Claude submits a real training job on HF GPUs using TRL.

it handles everything:
> dataset validation
> GPU selection
> training + Trackio monitoring
> job submission + cost estimation
when itโ€™s done, your model is on the Hub, ready to use

read more about the process: https://huggingface.co/blog/hf-skills-training
  • 1 reply
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sergiopaniegoย 
posted an update 24 days ago
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2267
We just released TRL v0.26.0!

It comes packed with updates:
> Agent training with tools in GRPO
> New CISPO & SAPO losses + reasoning rewards
> vLLM quantization in colocate mode
> Dataset shuffling in SFT
> Lots of NEW examples
> Tons of fixes and documentation improvements

  • 3 replies
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sergiopaniegoย 
posted an update 25 days ago
sergiopaniegoย 
posted an update 29 days ago
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2861
Want to get started with fine-tuning but donโ€™t know where to begin? ๐Ÿค“โ˜๏ธ

Weโ€™re expanding our collection of beginner-friendly free Colab notebooks so you can learn and fine-tune models using TRL at no cost

๐Ÿ”ฌ Check out the full list of free notebooks: https://huggingface.co/docs/trl/main/en/example_overview#notebooks

๐Ÿ”ฌ If you want more advanced content, we also have a lot to cover in the community tutorials: https://huggingface.co/docs/trl/community_tutorials

And now the obvious question: what would you like us to add next?
sergiopaniegoย 
posted an update about 1 month ago
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2397
NEW: @mistralai released a fantastic family of multimodal models, Ministral 3.

You can fine-tune them for free on Colab using TRL โšก๏ธ, supporting both SFT and GRPO

Link to the notebooks:
- SFT: https://colab.research.google.com/github/huggingface/trl/blob/main/examples/notebooks/sft_ministral3_vl.ipynb
- GRPO: https://colab.research.google.com/github/huggingface/trl/blob/main/examples/notebooks/grpo_ministral3_vl.ipynb
- TRL and more examples: https://huggingface.co/docs/trl/index
  • 2 replies
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sergiopaniegoย 
posted an update about 1 month ago
sergiopaniegoย 
posted an update about 1 month ago
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3124
want to use open models easily through an API?

Inference Providers might be exactly what youโ€™re looking for sooo hereโ€™s a complete beginner-friendly walkthrough ๐Ÿง

https://www.youtube.com/watch?v=oxwsizy1Spw
  • 2 replies
ยท