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6 changes: 3 additions & 3 deletions docs/source/_static/js/theme.js
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Expand Up @@ -943,7 +943,7 @@ $("table").removeAttr("border");
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12 changes: 6 additions & 6 deletions tutorials/README.md
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Expand Up @@ -2,20 +2,20 @@

Get a sense of TorchRL functionalities through our tutorials.

For an overview of TorchRL, try the [TorchRL demo](demo.ipynb).
For an overview of TorchRL, try the [TorchRL demo](https://pytorch.org/rl/tutorials/torchrl_demo.html).

Make sure you test the [TensorDict tutorial](tensordict.ipynb) to see what TensorDict
Make sure you test the [TensorDict tutorial](https://pytorch.org/rl/tutorials/tensordict_tutorial.html) to see what TensorDict
is about and what it can do.

To understand how to use `TensorDict` with pytorch modules, make sure to check out the [TensorDictModule tutorial](tensordictmodule.ipynb).
To understand how to use `TensorDict` with pytorch modules, make sure to check out the [TensorDictModule tutorial](https://pytorch.org/rl/tutorials/tensordict_module.html).

Check out the [environment tutorial](envs.ipynb) for a deep dive in the envs
Check out the [environment tutorial](https://pytorch.org/rl/tutorials/torch_envs.html) for a deep dive in the envs
functionalities.

Read through our short tutorial on [multi-tasking](multi_task.ipynb) to see how you can execute diverse
Read through our short tutorial on [multi-tasking](https://pytorch.org/rl/tutorials/multi_task.html) to see how you can execute diverse
tasks in batch mode and build task-specific policies.
This tutorial is also a good example of the advanced features of TensorDict stacking and
indexing.

Finally, the [DDPG tutorial](coding_ddpg.ipynb) and [DQN tutorial](coding_dqn.ipynb) will guide you through the steps to code
Finally, the [DDPG tutorial](https://pytorch.org/rl/tutorials/coding_ddpg.html) and [DQN tutorial](https://pytorch.org/rl/tutorials/coding_dqn.html) will guide you through the steps to code
your first RL algorithms with TorchRL.
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