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ocademy-ai · May 1, 2024 · 2e12405 · 2e12405
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diff --git a/open-machine-learning-jupyter-book/ml-fundamentals/regression/Polynomial-regression.ipynb b/open-machine-learning-jupyter-book/ml-fundamentals/regression/Polynomial-regression.ipynb
@@ -22,23 +22,6 @@
     "!{sys.executable} -m pip install --quiet pandas scikit-learn numpy matplotlib jupyterlab_myst ipython"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "019a4fbf",
-   "metadata": {},
-   "source": [
-    "---\n",
-    "license:\n",
-    "    code: MIT\n",
-    "    content: CC-BY-4.0\n",
-    "github: https://github.com/ocademy-ai/machine-learning\n",
-    "venue: By Ocademy\n",
-    "open_access: true\n",
-    "bibliography:\n",
-    "  - https://raw.githubusercontent.com/ocademy-ai/machine-learning/main/open-machine-learning-jupyter-book/references.bib\n",
-    "---"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "c31ed255",
@@ -1010,7 +993,7 @@
    ],
    "source": [
     "poly_features.shape\n",
-    "#Poly_Features: X1, X2, X3, X1^2, X2^2, X3^2, X1X2, X1X3, X2X3"
+    "# Poly_Features: X1, X2, X3, X1^2, X2^2, X3^2, X1X2, X1X3, X2X3"
    ]
   },
   {

diff --git a/...chine-learning-jupyter-book/ml-fundamentals/regression/Univariate-linear-regression.ipynb b/...chine-learning-jupyter-book/ml-fundamentals/regression/Univariate-linear-regression.ipynb
@@ -21,22 +21,6 @@
     "!{sys.executable} -m pip install --quiet pandas scikit-learn numpy matplotlib jupyterlab_myst ipython"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "---\n",
-    "license:\n",
-    "    code: MIT\n",
-    "    content: CC-BY-4.0\n",
-    "github: https://github.com/ocademy-ai/machine-learning\n",
-    "venue: By Ocademy\n",
-    "open_access: true\n",
-    "bibliography:\n",
-    "  - https://raw.githubusercontent.com/ocademy-ai/machine-learning/main/open-machine-learning-jupyter-book/references.bib\n",
-    "---"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},