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diff --git a/LICENSE.html b/LICENSE.html
@@ -195,7 +195,7 @@
 <li class="toctree-l1"><a class="reference internal" href="lectures/notes/17_recommender-systems.html">Lecture 17: Recommender Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lectures/notes/18_natural-language-processing.html">Lecture 18: Introduction to natural language processing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lectures/notes/19_intro_to_computer-vision.html">Lecture 19: Multi-class classification and introduction to computer vision</a></li>
-<li class="toctree-l1"><a class="reference internal" href="lectures/notes/20_time-series.html">Lecture 19: Time series</a></li>
+<li class="toctree-l1"><a class="reference internal" href="lectures/notes/20_time-series.html">Lecture 20: Time series</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lectures/notes/appendixA_feature-engineering-text-data.html">Appendix A: Demo of feature engineering for text data</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lectures/notes/appendixB_multiclass-strategies.html">Appendix B: Multi-class, meta-strategies</a></li>
 </ul>

diff --git a/README.html b/README.html
@@ -199,7 +199,7 @@
 <li class="toctree-l1"><a class="reference internal" href="lectures/notes/17_recommender-systems.html">Lecture 17: Recommender Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lectures/notes/18_natural-language-processing.html">Lecture 18: Introduction to natural language processing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lectures/notes/19_intro_to_computer-vision.html">Lecture 19: Multi-class classification and introduction to computer vision</a></li>
-<li class="toctree-l1"><a class="reference internal" href="lectures/notes/20_time-series.html">Lecture 19: Time series</a></li>
+<li class="toctree-l1"><a class="reference internal" href="lectures/notes/20_time-series.html">Lecture 20: Time series</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lectures/notes/appendixA_feature-engineering-text-data.html">Appendix A: Demo of feature engineering for text data</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lectures/notes/appendixB_multiclass-strategies.html">Appendix B: Multi-class, meta-strategies</a></li>
 </ul>

diff --git a/_sources/lectures/notes/20_time-series.ipynb b/_sources/lectures/notes/20_time-series.ipynb
@@ -19,7 +19,7 @@
     }
    },
    "source": [
-    "# Lecture 19: Time series\n",
+    "# Lecture 20: Time series\n",
     "\n",
     "UBC 2024-25"
    ]

diff --git a/docs/330_vs_340.html b/docs/330_vs_340.html
@@ -196,7 +196,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/17_recommender-systems.html">Lecture 17: Recommender Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/18_natural-language-processing.html">Lecture 18: Introduction to natural language processing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/19_intro_to_computer-vision.html">Lecture 19: Multi-class classification and introduction to computer vision</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../lectures/notes/20_time-series.html">Lecture 19: Time series</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../lectures/notes/20_time-series.html">Lecture 20: Time series</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/appendixA_feature-engineering-text-data.html">Appendix A: Demo of feature engineering for text data</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/appendixB_multiclass-strategies.html">Appendix B: Multi-class, meta-strategies</a></li>
 </ul>

diff --git a/docs/README.html b/docs/README.html
@@ -196,7 +196,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/17_recommender-systems.html">Lecture 17: Recommender Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/18_natural-language-processing.html">Lecture 18: Introduction to natural language processing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/19_intro_to_computer-vision.html">Lecture 19: Multi-class classification and introduction to computer vision</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../lectures/notes/20_time-series.html">Lecture 19: Time series</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../lectures/notes/20_time-series.html">Lecture 20: Time series</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/appendixA_feature-engineering-text-data.html">Appendix A: Demo of feature engineering for text data</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/appendixB_multiclass-strategies.html">Appendix B: Multi-class, meta-strategies</a></li>
 </ul>

diff --git a/docs/asking_for_help.html b/docs/asking_for_help.html
@@ -196,7 +196,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/17_recommender-systems.html">Lecture 17: Recommender Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/18_natural-language-processing.html">Lecture 18: Introduction to natural language processing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/19_intro_to_computer-vision.html">Lecture 19: Multi-class classification and introduction to computer vision</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../lectures/notes/20_time-series.html">Lecture 19: Time series</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../lectures/notes/20_time-series.html">Lecture 20: Time series</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/appendixA_feature-engineering-text-data.html">Appendix A: Demo of feature engineering for text data</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/appendixB_multiclass-strategies.html">Appendix B: Multi-class, meta-strategies</a></li>
 </ul>

diff --git a/docs/git_installation.html b/docs/git_installation.html
@@ -196,7 +196,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/17_recommender-systems.html">Lecture 17: Recommender Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/18_natural-language-processing.html">Lecture 18: Introduction to natural language processing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/19_intro_to_computer-vision.html">Lecture 19: Multi-class classification and introduction to computer vision</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../lectures/notes/20_time-series.html">Lecture 19: Time series</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../lectures/notes/20_time-series.html">Lecture 20: Time series</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/appendixA_feature-engineering-text-data.html">Appendix A: Demo of feature engineering for text data</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/appendixB_multiclass-strategies.html">Appendix B: Multi-class, meta-strategies</a></li>
 </ul>

diff --git a/docs/grades.html b/docs/grades.html
@@ -196,7 +196,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/17_recommender-systems.html">Lecture 17: Recommender Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/18_natural-language-processing.html">Lecture 18: Introduction to natural language processing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/19_intro_to_computer-vision.html">Lecture 19: Multi-class classification and introduction to computer vision</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../lectures/notes/20_time-series.html">Lecture 19: Time series</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../lectures/notes/20_time-series.html">Lecture 20: Time series</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/appendixA_feature-engineering-text-data.html">Appendix A: Demo of feature engineering for text data</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/appendixB_multiclass-strategies.html">Appendix B: Multi-class, meta-strategies</a></li>
 </ul>

diff --git a/docs/homework_instructions.html b/docs/homework_instructions.html
@@ -196,7 +196,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/17_recommender-systems.html">Lecture 17: Recommender Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/18_natural-language-processing.html">Lecture 18: Introduction to natural language processing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/19_intro_to_computer-vision.html">Lecture 19: Multi-class classification and introduction to computer vision</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../lectures/notes/20_time-series.html">Lecture 19: Time series</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../lectures/notes/20_time-series.html">Lecture 20: Time series</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/appendixA_feature-engineering-text-data.html">Appendix A: Demo of feature engineering for text data</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/appendixB_multiclass-strategies.html">Appendix B: Multi-class, meta-strategies</a></li>
 </ul>

diff --git a/docs/python_notes.html b/docs/python_notes.html
@@ -196,7 +196,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/17_recommender-systems.html">Lecture 17: Recommender Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/18_natural-language-processing.html">Lecture 18: Introduction to natural language processing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/19_intro_to_computer-vision.html">Lecture 19: Multi-class classification and introduction to computer vision</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../lectures/notes/20_time-series.html">Lecture 19: Time series</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../lectures/notes/20_time-series.html">Lecture 20: Time series</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/appendixA_feature-engineering-text-data.html">Appendix A: Demo of feature engineering for text data</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/appendixB_multiclass-strategies.html">Appendix B: Multi-class, meta-strategies</a></li>
 </ul>

diff --git a/docs/resources.html b/docs/resources.html
@@ -196,7 +196,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/17_recommender-systems.html">Lecture 17: Recommender Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/18_natural-language-processing.html">Lecture 18: Introduction to natural language processing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/19_intro_to_computer-vision.html">Lecture 19: Multi-class classification and introduction to computer vision</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../lectures/notes/20_time-series.html">Lecture 19: Time series</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../lectures/notes/20_time-series.html">Lecture 20: Time series</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/appendixA_feature-engineering-text-data.html">Appendix A: Demo of feature engineering for text data</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/appendixB_multiclass-strategies.html">Appendix B: Multi-class, meta-strategies</a></li>
 </ul>

diff --git a/docs/setup.html b/docs/setup.html
@@ -196,7 +196,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/17_recommender-systems.html">Lecture 17: Recommender Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/18_natural-language-processing.html">Lecture 18: Introduction to natural language processing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/19_intro_to_computer-vision.html">Lecture 19: Multi-class classification and introduction to computer vision</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../lectures/notes/20_time-series.html">Lecture 19: Time series</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../lectures/notes/20_time-series.html">Lecture 20: Time series</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/appendixA_feature-engineering-text-data.html">Appendix A: Demo of feature engineering for text data</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../lectures/notes/appendixB_multiclass-strategies.html">Appendix B: Multi-class, meta-strategies</a></li>
 </ul>

diff --git a/genindex.html b/genindex.html
@@ -195,7 +195,7 @@
 <li class="toctree-l1"><a class="reference internal" href="lectures/notes/17_recommender-systems.html">Lecture 17: Recommender Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lectures/notes/18_natural-language-processing.html">Lecture 18: Introduction to natural language processing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lectures/notes/19_intro_to_computer-vision.html">Lecture 19: Multi-class classification and introduction to computer vision</a></li>
-<li class="toctree-l1"><a class="reference internal" href="lectures/notes/20_time-series.html">Lecture 19: Time series</a></li>
+<li class="toctree-l1"><a class="reference internal" href="lectures/notes/20_time-series.html">Lecture 20: Time series</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lectures/notes/appendixA_feature-engineering-text-data.html">Appendix A: Demo of feature engineering for text data</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lectures/notes/appendixB_multiclass-strategies.html">Appendix B: Multi-class, meta-strategies</a></li>
 </ul>

diff --git a/learning-objectives.html b/learning-objectives.html
@@ -196,7 +196,7 @@
 <li class="toctree-l1"><a class="reference internal" href="lectures/notes/17_recommender-systems.html">Lecture 17: Recommender Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lectures/notes/18_natural-language-processing.html">Lecture 18: Introduction to natural language processing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lectures/notes/19_intro_to_computer-vision.html">Lecture 19: Multi-class classification and introduction to computer vision</a></li>
-<li class="toctree-l1"><a class="reference internal" href="lectures/notes/20_time-series.html">Lecture 19: Time series</a></li>
+<li class="toctree-l1"><a class="reference internal" href="lectures/notes/20_time-series.html">Lecture 20: Time series</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lectures/notes/appendixA_feature-engineering-text-data.html">Appendix A: Demo of feature engineering for text data</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lectures/notes/appendixB_multiclass-strategies.html">Appendix B: Multi-class, meta-strategies</a></li>
 </ul>

diff --git a/lectures/101-Giulia-lectures/01_intro.html b/lectures/101-Giulia-lectures/01_intro.html
@@ -198,7 +198,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../notes/17_recommender-systems.html">Lecture 17: Recommender Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../notes/18_natural-language-processing.html">Lecture 18: Introduction to natural language processing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../notes/19_intro_to_computer-vision.html">Lecture 19: Multi-class classification and introduction to computer vision</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../notes/20_time-series.html">Lecture 19: Time series</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../notes/20_time-series.html">Lecture 20: Time series</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../notes/appendixA_feature-engineering-text-data.html">Appendix A: Demo of feature engineering for text data</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../notes/appendixB_multiclass-strategies.html">Appendix B: Multi-class, meta-strategies</a></li>
 </ul>

diff --git a/lectures/101-Giulia-lectures/02_terminology-decision-trees.html b/lectures/101-Giulia-lectures/02_terminology-decision-trees.html
@@ -198,7 +198,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../notes/17_recommender-systems.html">Lecture 17: Recommender Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../notes/18_natural-language-processing.html">Lecture 18: Introduction to natural language processing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../notes/19_intro_to_computer-vision.html">Lecture 19: Multi-class classification and introduction to computer vision</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../notes/20_time-series.html">Lecture 19: Time series</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../notes/20_time-series.html">Lecture 20: Time series</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../notes/appendixA_feature-engineering-text-data.html">Appendix A: Demo of feature engineering for text data</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../notes/appendixB_multiclass-strategies.html">Appendix B: Multi-class, meta-strategies</a></li>
 </ul>

diff --git a/lectures/101-Giulia-lectures/03_ml-fundamentals.html b/lectures/101-Giulia-lectures/03_ml-fundamentals.html
@@ -198,7 +198,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../notes/17_recommender-systems.html">Lecture 17: Recommender Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../notes/18_natural-language-processing.html">Lecture 18: Introduction to natural language processing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../notes/19_intro_to_computer-vision.html">Lecture 19: Multi-class classification and introduction to computer vision</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../notes/20_time-series.html">Lecture 19: Time series</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../notes/20_time-series.html">Lecture 20: Time series</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../notes/appendixA_feature-engineering-text-data.html">Appendix A: Demo of feature engineering for text data</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../notes/appendixB_multiclass-strategies.html">Appendix B: Multi-class, meta-strategies</a></li>
 </ul>

diff --git a/lectures/101-Giulia-lectures/04_kNNs-SVM-RBF.html b/lectures/101-Giulia-lectures/04_kNNs-SVM-RBF.html
@@ -198,7 +198,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../notes/17_recommender-systems.html">Lecture 17: Recommender Systems</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../notes/18_natural-language-processing.html">Lecture 18: Introduction to natural language processing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../notes/19_intro_to_computer-vision.html">Lecture 19: Multi-class classification and introduction to computer vision</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../notes/20_time-series.html">Lecture 19: Time series</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../notes/20_time-series.html">Lecture 20: Time series</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../notes/appendixA_feature-engineering-text-data.html">Appendix A: Demo of feature engineering for text data</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../notes/appendixB_multiclass-strategies.html">Appendix B: Multi-class, meta-strategies</a></li>
 </ul>