Tune Exercises
--------------

Learn how to use Tune in your browser with the following Colab-based exercises.

.. raw:: html

    <table>
      <tr>
        <th class="tune-colab">Exercise Description</th>
        <th class="tune-colab">Library</th>
        <th class="tune-colab">Colab Link</th>
      </tr>
      <tr>
        <td class="tune-colab">Basics of using Tune.</td>
        <td class="tune-colab">TF/Keras</td>
        <td class="tune-colab">
          <a href="https://colab.research.google.com/github/ray-project/tutorial/blob/master/tune_exercises/exercise_1_basics.ipynb" target="_parent">
          <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Tune Tutorial"/>
          </a>
        </td>
      </tr>

      <tr>
        <td class="tune-colab">Using Search algorithms and Trial Schedulers to optimize your model.</td>
        <td class="tune-colab">Pytorch</td>
        <td class="tune-colab">
          <a href="https://colab.research.google.com/github/ray-project/tutorial/blob/master/tune_exercises/exercise_2_optimize.ipynb" target="_parent">
          <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Tune Tutorial"/>
          </a>
        </td>
      </tr>

      <tr>
        <td class="tune-colab">Using Population-Based Training (PBT).</td>
        <td class="tune-colab">Pytorch</td>
        <td class="tune-colab">
          <a href="https://colab.research.google.com/github/ray-project/tutorial/blob/master/tune_exercises/exercise_3_pbt.ipynb" target="_parent">
          <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Tune Tutorial"/>
          </a>
        </td>
      </tr>

      <tr>
        <td class="tune-colab">Fine-tuning Huggingface Transformers with PBT.</td>
        <td class="tune-colab">Huggingface Transformers/Pytorch</td>
        <td class="tune-colab">
          <a href="https://colab.research.google.com/drive/1tQgAKgcKQzheoh503OzhS4N9NtfFgmjF?usp=sharing" target="_parent">
          <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Tune Tutorial"/>
          </a>
        </td>
      </tr>

      <tr>
        <td class="tune-colab">Logging Tune Runs to Comet ML.</td>
        <td class="tune-colab">Comet</td>
        <td class="tune-colab">
          <a href="https://colab.research.google.com/drive/1dp3VwVoAH1acn_kG7RuT62mICnOqxU1z?usp=sharing" target="_parent">
          <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Tune Tutorial"/>
          </a>
        </td>
      </tr>
    </table>


Tutorial source files `can be found here <https://github.com/ray-project/tutorial>`_.