Align docs array api with NumPy/CuPy short names

Author: vlad-perevezentsev

doc/reference/array_api.rst

@@ -1,11 +1,13 @@
 .. _array-api-standard-compatibility:
 
-.. https://numpy.org/doc/stable/reference/array_api.html
+.. currentmodule:: dpnp
 
 ********************************
 Array API standard compatibility
 ********************************
 
+.. hint:: `NumPy API Reference: Array API standard compatibility <https://numpy.org/doc/stable/reference/array_api.html>`_
+
 DPNP's main namespace as well as the :mod:`dpnp.fft` and :mod:`dpnp.linalg`
 namespaces are compatible with the
 `2024.12 version <https://data-apis.org/array-api/2024.12/index.html>`__
@@ -23,4 +25,4 @@ function, which returns a namespace containing the inspection utilities.
    :toctree: generated/
    :nosignatures:
 
-   dpnp.__array_namespace_info__
+   __array_namespace_info__

doc/reference/scipy_linalg.rst

@@ -3,7 +3,7 @@
 Linear algebra (:mod:`dpnp.scipy.linalg`)
 =========================================
 
-.. Hint:: `SciPy API Reference: Linear algebra (scipy.linalg) <https://docs.scipy.org/doc/scipy/reference/linalg.html>`_
+.. hint:: `SciPy API Reference: Linear algebra (scipy.linalg) <https://docs.scipy.org/doc/scipy/reference/linalg.html>`_
 
 Decompositions
 --------------

doc/reference/scipy_special.rst

@@ -3,7 +3,7 @@
 Special functions (:mod:`dpnp.scipy.special`)
 =======================================
 
-.. Hint:: `SciPy API Reference: Special functions (scipy.special) <https://docs.scipy.org/doc/scipy/reference/special.html>`_
+.. hint:: `SciPy API Reference: Special functions (scipy.special) <https://docs.scipy.org/doc/scipy/reference/special.html>`_
 
 Error function and Fresnel integrals
 ------------------------------------