diff --git a/README.md b/README.md
index 2b4a81859..b559b9322 100644
--- a/README.md
+++ b/README.md
@@ -197,6 +197,8 @@ Specific examples for graph-neural-network-based particle linking and trace char
# Advanced Tutorials
+This section provides a list of advanced topic tutorials. The primary focus of these tutorials is to demonstrate the functionalities of individual modules and how they work in relative isolation, helping to provide a better understanding of them and their roles in DeepTrack2.
+
- DTAT301 **[deeptrack.features](https://github.com/DeepTrackAI/DeepTrack2/blob/develop/tutorials/3-advanced-topics/DTAT301_features.ipynb)**
- DTAT306 **[deeptrack.properties](https://github.com/DeepTrackAI/DeepTrack2/blob/develop/tutorials/3-advanced-topics/DTAT306_properties.ipynb)**
@@ -233,23 +235,23 @@ Specific examples for graph-neural-network-based particle linking and trace char
- DTAT391C **[deeptrack.sources.rng](https://github.com/DeepTrackAI/DeepTrack2/blob/develop/tutorials/3-advanced-topics/DTAT391C_sources.rng.ipynb)**
-- DTAT393A **[deeptrack.pytorch.data]**
+- DTAT393A **[deeptrack.pytorch.data](https://github.com/DeepTrackAI/DeepTrack2/blob/develop/tutorials/3-advanced-topics/DTAT393A_pytorch.features.ipynb)**
-- DTAT393B **[deeptrack.pytorch.features]**
+- DTAT393B **[deeptrack.pytorch.features](https://github.com/DeepTrackAI/DeepTrack2/blob/develop/tutorials/3-advanced-topics/DTAT393B_pytorch.data.ipynb)**
-- DTAT395 **[deeptrack.extras.radialcenter]**
+- DTAT395 **[deeptrack.extras.radialcenter](https://github.com/DeepTrackAI/DeepTrack2/blob/develop/tutorials/3-advanced-topics/DTAT395_extras.radialcenter.ipynb)**
-- DTAT399A **[deeptrack.backend.core]**
+- DTAT399A **[deeptrack.backend.core](https://github.com/DeepTrackAI/DeepTrack2/blob/develop/tutorials/3-advanced-topics/DTAT399A_backend.core.ipynb)**
-- DTAT399B **[deeptrack.backend.pint_definition]**
+- DTAT399B **[deeptrack.backend.pint_definition](https://github.com/DeepTrackAI/DeepTrack2/blob/develop/tutorials/3-advanced-topics/DTAT399B_backend.pint_definition.ipynb)**
- DTAT399C **[deeptrack.backend.units](https://github.com/DeepTrackAI/DeepTrack2/blob/develop/tutorials/3-advanced-topics/DTAT399C_backend.units.ipynb)**
-- DTAT399D **[deeptrack.backend.polynomials](https://github.com/DeepTrackAI/DeepTrack2/blob/develop/tutorials/3-advanced-topics/DTAT399D_polynomials.ipynb)**
+- DTAT399D **[deeptrack.backend.polynomials](https://github.com/DeepTrackAI/DeepTrack2/blob/develop/tutorials/3-advanced-topics/DTAT399D_backend.polynomials.ipynb)**
-- DTAT399E **[deeptrack.backend.mie]**
+- DTAT399E **[deeptrack.backend.mie](https://github.com/DeepTrackAI/DeepTrack2/blob/develop/tutorials/3-advanced-topics/DTAT399E_backend.mie.ipynb)**
-- DTAT399E **[deeptrack.backend._config]**
+- DTAT399F **[deeptrack.backend._config](https://github.com/DeepTrackAI/DeepTrack2/blob/develop/tutorials/3-advanced-topics/DTAT399F_backend._config.ipynb)**
# Developer Tutorials
diff --git a/tutorials/3-advanced-topics/DTAT399D_polynomials.ipynb b/tutorials/3-advanced-topics/DTAT399D_backend.polynomials.ipynb
similarity index 100%
rename from tutorials/3-advanced-topics/DTAT399D_polynomials.ipynb
rename to tutorials/3-advanced-topics/DTAT399D_backend.polynomials.ipynb