diff --git a/.pip_readme.rst b/.pip_readme.rst
index 0e495993..9c54d887 100644
--- a/.pip_readme.rst
+++ b/.pip_readme.rst
@@ -11,8 +11,8 @@
 .. image:: https://img.shields.io/badge/code%20style-black-000000.svg
     :target: https://github.com/psf/black
 .. image:: https://colab.research.google.com/assets/colab-badge.svg
-    :target: https://colab.research.google.com/github/astro-informatics/s2fft/blob/main/notebooks/JAX_SSHT_frontend.ipynb
-
+    :target: https://colab.research.google.com/github/astro-informatics/s2fft/blob/main/notebooksspherical_harmonic_transform.ipynb
+    
 Differentiable and accelerated spherical transforms
 =================================================================================================================
 
diff --git a/README.md b/README.md
index 4e219d10..7642e29e 100644
--- a/README.md
+++ b/README.md
@@ -4,7 +4,7 @@
 [![image](https://badge.fury.io/py/s2fft.svg)](https://badge.fury.io/py/s2fft)
 [![image](http://img.shields.io/badge/arXiv-2311.14670-orange.svg?style=flat)](https://arxiv.org/abs/2311.14670)<!-- ALL-CONTRIBUTORS-BADGE:START - Do not remove or modify this section -->
 [![All Contributors](https://img.shields.io/badge/all_contributors-9-orange.svg?style=flat-square)](#contributors-)<!-- ALL-CONTRIBUTORS-BADGE:END --> 
-[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/astro-informatics/s2fft/blob/main/notebooks/JAX_SSHT_frontend.ipynb)
+[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/astro-informatics/s2fft/blob/main/notebooks/spherical_harmonic_transform.ipynb)
 <!-- [![image](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black) -->
 
 <img align="left" height="85" width="98" src="./docs/assets/sax_logo.png">