Update README.md

Author: antoinedemathelin

README.md

@@ -86,11 +86,11 @@ print(model.history_["task_t"][-1])
 
 | Two Moons  | Classification | Regression  |
 | :-------------: | :-------------: | :-------------: |
-| [<img src="https://github.com/adapt-python/adapt/blob/master/docs/_static/images/two_moons_setup.png">](https://adapt-python.github.io/adapt/examples/Two_moons.html) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1Tz-TIkHI8ashHP90Im6D3tMjZ3lkR7s6?usp=sharing) | [<img src="https://github.com/adapt-python/adapt/blob/master/docs/_static/images/classification_setup.png">](https://adapt-python.github.io/adapt/examples/Classification.html) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1ANQUix9Y6V4RXu-vAaCFGmU979d5m4bO?usp=sharing)  | [<img src="https://github.com/adapt-python/adapt/blob/master/docs/_static/images/regression_setup.png">](https://adapt-python.github.io/adapt/examples/Regression.html) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1adhqoV6b0uEavLDmMfkiwtRjam0DrXux?usp=sharing) |
+| [<img src="https://github.com/adapt-python/adapt/blob/a490a5c4cefb80d6222bc831a8cc25b2f65221ce/docs/_static/images/two_moons_setup.png">](https://adapt-python.github.io/adapt/examples/Two_moons.html) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1Tz-TIkHI8ashHP90Im6D3tMjZ3lkR7s6?usp=sharing) | [<img src="https://github.com/adapt-python/adapt/blob/a490a5c4cefb80d6222bc831a8cc25b2f65221ce/docs/_static/images/classification_setup.png">](https://adapt-python.github.io/adapt/examples/Classification.html) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1ANQUix9Y6V4RXu-vAaCFGmU979d5m4bO?usp=sharing)  | [<img src="https://github.com/adapt-python/adapt/blob/a490a5c4cefb80d6222bc831a8cc25b2f65221ce/docs/_static/images/regression_setup.png">](https://adapt-python.github.io/adapt/examples/Regression.html) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1adhqoV6b0uEavLDmMfkiwtRjam0DrXux?usp=sharing) |
 
 | Sample Bias   | Multi-Fidelity | Rotation |
 | :-------------: | :-------------: | :-------------: |
-| [<img src="https://github.com/adapt-python/adapt/blob/master/docs/_static/images/sample_bias_2d_setup.png">](https://adapt-python.github.io/adapt/examples/sample_bias_2d.html) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1Hbg2kDXKjKzeQKJSwxzaV7pwbmORhyA3?usp=sharing) | [<img src="https://github.com/adapt-python/adapt/blob/master/docs/_static/images/multifidelity_setup.png">](https://adapt-python.github.io/adapt/examples/Multi_fidelity.html) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1Cc9TVY_Tl_boVzZDNisQnqe6Qx78svqe?usp=sharing)  | [<img src="https://github.com/adapt-python/adapt/blob/master/docs/_static/images/rotation_setup.png">](https://adapt-python.github.io/adapt/examples/Rotation.html) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1XePW12UF80PKzvLu9cyRJKWQoZIxk_J2?usp=sharing) |
+| [<img src="https://github.com/adapt-python/adapt/blob/a490a5c4cefb80d6222bc831a8cc25b2f65221ce/docs/_static/images/sample_bias_2d_setup.png">](https://adapt-python.github.io/adapt/examples/sample_bias_2d.html) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1Hbg2kDXKjKzeQKJSwxzaV7pwbmORhyA3?usp=sharing) | [<img src="https://github.com/adapt-python/adapt/blob/a490a5c4cefb80d6222bc831a8cc25b2f65221ce/docs/_static/images/multifidelity_setup.png">](https://adapt-python.github.io/adapt/examples/Multi_fidelity.html) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1Cc9TVY_Tl_boVzZDNisQnqe6Qx78svqe?usp=sharing)  | [<img src="https://github.com/adapt-python/adapt/blob/a490a5c4cefb80d6222bc831a8cc25b2f65221ce/docs/_static/images/rotation_setup.png">](https://adapt-python.github.io/adapt/examples/Rotation.html) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1XePW12UF80PKzvLu9cyRJKWQoZIxk_J2?usp=sharing) |
 
 
 ## Content
@@ -99,7 +99,7 @@ ADAPT package is divided in three sub-modules containing the following domain ad
 
 ### Feature-based methods
 
-<img src="https://github.com/adapt-python/adapt/blob/master/docs/_static/images/feature_based.png">
+<img src="https://github.com/adapt-python/adapt/blob/a490a5c4cefb80d6222bc831a8cc25b2f65221ce/docs/_static/images/feature_based.png">
 
 - [FE](https://adapt-python.github.io/adapt/generated/adapt.feature_based.FE.html) (*Frustratingly Easy Domain Adaptation*)
 - [mSDA](https://adapt-python.github.io/adapt/generated/adapt.feature_based.mSDA.html) (*marginalized Stacked Denoising Autoencoder*)
@@ -112,7 +112,7 @@ ADAPT package is divided in three sub-modules containing the following domain ad
 
 ### Instance-based methods
 
-<img src="https://github.com/adapt-python/adapt/blob/master/docs/_static/images/instance_based.png">
+<img src="https://github.com/adapt-python/adapt/blob/a490a5c4cefb80d6222bc831a8cc25b2f65221ce/docs/_static/images/instance_based.png">
 
 - [KMM](https://adapt-python.github.io/adapt/generated/adapt.instance_based.KMM.html) (*Kernel Mean Matching*)
 - [KLIEP](https://adapt-python.github.io/adapt/generated/adapt.instance_based.KLIEP.html) (*Kullback–Leibler Importance Estimation Procedure*)
@@ -122,7 +122,7 @@ ADAPT package is divided in three sub-modules containing the following domain ad
 
 ### Parameter-based methods
 
-<img src="https://github.com/adapt-python/adapt/blob/master/docs/_static/images/parameter_based.png">
+<img src="https://github.com/adapt-python/adapt/blob/a490a5c4cefb80d6222bc831a8cc25b2f65221ce/docs/_static/images/parameter_based.png">
 
 - [RegularTransferLR](https://adapt-python.github.io/adapt/generated/adapt.parameter_based.RegularTransferLR.html) (*Regular Transfer with Linear Regression*)
 - [RegularTransferLC](https://adapt-python.github.io/adapt/generated/adapt.parameter_based.RegularTransferLC.html) (*Regular Transfer with Linear Classification*)