diff --git a/README.md b/README.md
index 44fab5a9..45a88c7e 100644
--- a/README.md
+++ b/README.md
@@ -1,9 +1,9 @@
 <div align="center">
 
 
-<img src="docs/illustrations/logos/logo_choice_learn.png" width="300">
+<img src="https://github.com/artefactory/choice-learn/blob/main/docs/illustrations/logos/logo_choice_learn.png" width="300">
 
-*Large-scale choice modeling through the lens of machine learning*
+*Large-scale choice modelling through the lens of machine learning*
 
 [![CI status](https://github.com/artefactory/choice-learn/actions/workflows/ci.yaml/badge.svg)](https://github.com/artefactory/choice-learn/actions/workflows/ci.yaml?query=branch%3Amain)
 [![Linting , formatting, imports sorting: ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/charliermarsh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)
diff --git a/choice_learn/__init__.py b/choice_learn/__init__.py
index 2806625f..df54d786 100644
--- a/choice_learn/__init__.py
+++ b/choice_learn/__init__.py
@@ -1,4 +1,4 @@
 """Choice-Learn library for choice modeling in Python."""
 
-__version__ = "0.0.3"
+__version__ = "0.0.4" 
 __author__ = "Vincent Auriau"
diff --git a/pyproject.toml b/pyproject.toml
index f96ecb57..24cb86b2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -55,7 +55,7 @@ pythonpath = ["./"]
 
 [tool.poetry]
 name = "choice-learn"
-version = "0.0.3"
+version = "0.0.4"
 description = "Large-scale choice modeling through the lens of machine learning."
 authors = [
   "artefactory <vincent.auriau@artefact.com>",