Update README.md

README.md

@@ -12,7 +12,7 @@ tags:
 
 Paper: ["Quantum circuit synthesis with diffusion models"](https://arxiv.org/abs/2311.02041).
 
-![](https://github.com/FlorianFuerrutter/genQC/blob/main/src/assets/inference.png?raw=true)
+![](https://github.com/FlorianFuerrutter/genQC/blob/main/src/webpage/assets/inference.png?raw=true)
 
 
 ## Key Features and limitations
@@ -38,7 +38,7 @@ from genQC.pipeline.diffusion_pipeline import DiffusionPipeline
 pipeline = DiffusionPipeline.from_pretrained("Floki00/qc_unitary_3qubit", "cpu")
 ```
 
-A guide on how to use this model can be found in the example notebook `2_unitary_compilation`[\[doc\]](https://florianfuerrutter.github.io/genQC/examples/unitary_compilation.html) [\[notebook\]](https://github.com/FlorianFuerrutter/genQC/blob/main/src/examples/2_unitary_compilation.ipynb) on the GitHub repository of [`genQC`](https://github.com/FlorianFuerrutter/genQC).
+A guide on how to use this model can be found in the example notebook `2_unitary_compilation`[\[doc\]](https://florianfuerrutter.github.io/genQC/examples/Quantum%20circuit%20synthesis%20with%20diffusion%20models/unitary_compilation.html) on the GitHub repository of [`genQC`](https://github.com/FlorianFuerrutter/genQC).
 
 ## License