ment with.  See if you can figure it
        out!</p>

        <script>document.write(notebook_link('pend', "lstm"))</script>

        <p>Architectures like the <a
        href="https://en.wikipedia.org/wiki/Transformer_(machine_learning_model)">Transformer</a>
        for sequence modeling can also be understood through the lens of
        dynamical systems theory (as autoregressive models), but we will defer
        that discussion until later in the notes.
        </p>

      </example>

      <p> One la