Introducing Decision Transformers on Hugging Face ๐ค
๐ฐ Hugging Face Blog
Hugging Face introduces Decision Transformers, a new model for offline reinforcement learning
Action Steps
- Install the Transformers package
- Load the Decision Transformer model
- Create an environment for the model
- Use the autoregressive prediction function
- Evaluate the model's performance
Who Needs to Know This
AI engineers and researchers can utilize Decision Transformers to improve decision-making in complex environments, while data scientists can apply this model to various applications such as robotics and game playing
Key Insight
๐ก Decision Transformers enable offline reinforcement learning by leveraging transformer architectures
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๐ค Introducing Decision Transformers on Hugging Face! ๐ Offline reinforcement learning just got easier
Key Takeaways
Hugging Face introduces Decision Transformers, a new model for offline reinforcement learning
Full Article
Published Time: 2022-03-28T00:00:00.063Z
# Introducing Decision Transformers on Hugging Face ๐ค
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# [](https://huggingface.co/blog/decision-transformers#introducing-decision-transformers-on-hugging-face-%F0%9F%A4%97) Introducing Decision Transformers on Hugging Face ๐ค
Published March 28, 2022
[Update on GitHub](https://github.com/huggingface/blog/blob/main/decision-transformers.md)
[- [x] Upvote 10](https://huggingface.co/login?next=%2Fblog%2Fdecision-transformers)
* [](https://huggingface.co/gmossy "gmossy")
* [](https://huggingface.co/jufan "jufan")
* [](https://huggingface.co/NeoCodes-dev "NeoCodes-dev")
* [](https://huggingface.co/KiraPGR "KiraPGR")
* [](https://huggingface.co/cpgrant "cpgrant")
* [](https://huggingface.co/neeldevenshah "neeldevenshah")
* +4
[](https://huggingface.co/edbeeching)
[Edward Beeching edbeeching Follow](https://huggingface.co/edbeeching)
[](https://huggingface.co/ThomasSimonini)
[Thomas Simonini ThomasSimonini Follow](https://huggingface.co/ThomasSimonini)
* [What is Offline Reinforcement Learning?](https://huggingface.co/blog/decision-transformers#what-is-offline-reinforcement-learning "What is Offline Reinforcement Learning?")
* [Introducing Decision Transformers](https://huggingface.co/blog/decision-transformers#introducing-decision-transformers "Introducing Decision Transformers")
* [Using the Decision Transformer in ๐ค Transformers](https://huggingface.co/blog/decision-transformers#using-the-decision-transformer-in-%F0%9F%A4%97-transformers "Using the Decision Transformer in ๐ค Transformers")
* [Install the package](https://huggingface.co/blog/decision-transformers#install-the-package "Install the package")
* [Loading the model](https://huggingface.co/blog/decision-transformers#loading-the-model "Loading the model")
* [Creating the environment](https://huggingface.co/blog/decision-transformers#creating-the-environment "Creating the environment")
* [Autoregressive prediction function](https://huggingface.co/blog/decision-transformers#autoregressive-prediction-function "Autoregressive prediction function")
* [Evaluating the model](https://huggingface.co/blog/decision-transformers#evaluating-the-model "Evaluating the model")
* [Conclusion](https://huggingface.co/blog/decision-transformers#conclusion "Conclusion")
* [Whatโs next?](https://huggingface.co/blog/decision-transformers#whats-next "Whatโs next?")
* [References](https://huggingface.co/blog/decision-transformers#references "References")
* [Acknowledgement
# Introducing Decision Transformers on Hugging Face ๐ค
[Hugging Face](https://huggingface.co/)
* [Models](https://huggingface.co/models)
* [Datasets](https://huggingface.co/datasets)
* [Spaces](https://huggingface.co/spaces)
* [Buckets new](https://huggingface.co/storage)
* [Docs](https://huggingface.co/docs)
* [Enterprise](https://huggingface.co/enterprise)
* [Pricing](https://huggingface.co/pricing)
*
*
* * *
* [Log In](https://huggingface.co/login)
* [Sign Up](https://huggingface.co/join)
[Back to Articles](https://huggingface.co/blog)
# [](https://huggingface.co/blog/decision-transformers#introducing-decision-transformers-on-hugging-face-%F0%9F%A4%97) Introducing Decision Transformers on Hugging Face ๐ค
Published March 28, 2022
[Update on GitHub](https://github.com/huggingface/blog/blob/main/decision-transformers.md)
[- [x] Upvote 10](https://huggingface.co/login?next=%2Fblog%2Fdecision-transformers)
* [](https://huggingface.co/gmossy "gmossy")
* [](https://huggingface.co/jufan "jufan")
* [](https://huggingface.co/NeoCodes-dev "NeoCodes-dev")
* [](https://huggingface.co/KiraPGR "KiraPGR")
* [](https://huggingface.co/cpgrant "cpgrant")
* [](https://huggingface.co/neeldevenshah "neeldevenshah")
* +4
[](https://huggingface.co/edbeeching)
[Edward Beeching edbeeching Follow](https://huggingface.co/edbeeching)
[](https://huggingface.co/ThomasSimonini)
[Thomas Simonini ThomasSimonini Follow](https://huggingface.co/ThomasSimonini)
* [What is Offline Reinforcement Learning?](https://huggingface.co/blog/decision-transformers#what-is-offline-reinforcement-learning "What is Offline Reinforcement Learning?")
* [Introducing Decision Transformers](https://huggingface.co/blog/decision-transformers#introducing-decision-transformers "Introducing Decision Transformers")
* [Using the Decision Transformer in ๐ค Transformers](https://huggingface.co/blog/decision-transformers#using-the-decision-transformer-in-%F0%9F%A4%97-transformers "Using the Decision Transformer in ๐ค Transformers")
* [Install the package](https://huggingface.co/blog/decision-transformers#install-the-package "Install the package")
* [Loading the model](https://huggingface.co/blog/decision-transformers#loading-the-model "Loading the model")
* [Creating the environment](https://huggingface.co/blog/decision-transformers#creating-the-environment "Creating the environment")
* [Autoregressive prediction function](https://huggingface.co/blog/decision-transformers#autoregressive-prediction-function "Autoregressive prediction function")
* [Evaluating the model](https://huggingface.co/blog/decision-transformers#evaluating-the-model "Evaluating the model")
* [Conclusion](https://huggingface.co/blog/decision-transformers#conclusion "Conclusion")
* [Whatโs next?](https://huggingface.co/blog/decision-transformers#whats-next "Whatโs next?")
* [References](https://huggingface.co/blog/decision-transformers#references "References")
* [Acknowledgement
DeepCamp AI