[doc] updates

Author: chaoming0625

docs/advanced_tutorials.rst

@@ -1,10 +1,37 @@
 Advanced Tutorials
 ==================
+
 This section contains tutorials that illustrate more advanced features of BrainPy.
 
+
+
+Advanced math
+-------------
+
+
+.. toctree::
+   :maxdepth: 1
+
+   tutorial_advanced/differentiation.ipynb
+
+
+
+Interoperation
+--------------
+
+
+.. toctree::
+   :maxdepth: 1
+
+   tutorial_advanced/integrate_flax_into_brainpy.ipynb
+   tutorial_advanced/integrate_bp_lif_into_flax.ipynb
+   tutorial_advanced/integrate_bp_convlstm_into_flax.ipynb
+
+
+Advanced dynamics analysis
+--------------------------
+
 .. toctree::
-   :maxdepth: 2
+   :maxdepth: 1
 
-   tutorial_advanced/math.rst
-   tutorial_advanced/interoperation.rst
-   tutorial_advanced/analysis.rst
+   tutorial_advanced/advanced_lowdim_analysis.ipynb

docs/index.rst

@@ -132,7 +132,7 @@ Learn more
 
       .. card:: :material-regular:`science;2em` BDP Tutorials
          :class-card: sd-text-black sd-bg-light
-         :link: brain_dynamics_tutorials.html
+         :link: tutorials.html
 
    .. grid-item::
       :columns: 6 6 6 4