diff --git a/M2/README.md b/M2/README.md
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+# Year 2024-25
+- TP1-distributions-etu
+- TP2-linear-regression-etu
+- TP3 : 
+   - TP-stat-desc-sol
+   - TP3-linear-regression-following-etu (Model asumption)
+   - homework1
\ No newline at end of file
diff --git a/M2/TP3-linear-regression-following-etu.ipynb b/M2/TP3-linear-regression-following-etu.ipynb
index 1238c5c1cb96f3d04d641845c949a11512594509..fcfe60b2a637070621e226865a932376a8a9484e 100644
--- a/M2/TP3-linear-regression-following-etu.ipynb
+++ b/M2/TP3-linear-regression-following-etu.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Checcking Model Asumption in Linear regression in Julia \n",
+    "# Checking Model Asumption in Linear regression in Julia \n",
     "## The Anscombe exemples\n",
     "The following script comes from \"Statistics with Julia, Fundamentals for Data Science, Machine Learning and Artificial Intelligence\", Yoni Nazarathy and Hayden Klol, Springer, 2021. "
    ]