deploy: c0b7f83

UBC-CS · Sep 17, 2024 · ef46f09 · ef46f09
1 parent 05c25ba
commit ef46f09
Show file tree

Hide file tree

Showing 47 changed files with 451 additions and 458 deletions.
diff --git a/.buildinfo b/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: ca2a38899b356a7899cd38661bb1355f
+config: 554a59c314e237780ccd0daf6a452d37
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/_images/17215cdbe7614c57db9adf0b00eac5af3d4476132ac2b99f11ca6624291f7495.png b/_images/17215cdbe7614c57db9adf0b00eac5af3d4476132ac2b99f11ca6624291f7495.png
diff --git a/_images/186056b5cf3cbfc8d08f8f5f9a68661a351dfa8aeca0ccd5c85206a1a94d49b4.png b/_images/186056b5cf3cbfc8d08f8f5f9a68661a351dfa8aeca0ccd5c85206a1a94d49b4.png
diff --git a/_images/23dfa871eacb883648f9f2bddd11bd99bb5dcbe48b0d783837633cf69ab93257.png b/_images/23dfa871eacb883648f9f2bddd11bd99bb5dcbe48b0d783837633cf69ab93257.png
diff --git a/_images/296e1489575313b966ac507e1497f017bb2f2f276d75beaf4c405a171c79509e.png b/_images/296e1489575313b966ac507e1497f017bb2f2f276d75beaf4c405a171c79509e.png
diff --git a/_images/364ac91267eb55191992fcd68b1957852dc911249e370436ee79c08db9cf58f9.png b/_images/364ac91267eb55191992fcd68b1957852dc911249e370436ee79c08db9cf58f9.png
diff --git a/_images/392bae792b57872b170e82239299b797e0d1263e1b925f7208e33db2b6934086.png b/_images/392bae792b57872b170e82239299b797e0d1263e1b925f7208e33db2b6934086.png
diff --git a/_images/457f331ee033d246f20d22c20dab407304a36a5b97d060108254e872a95e7df6.png b/_images/457f331ee033d246f20d22c20dab407304a36a5b97d060108254e872a95e7df6.png
diff --git a/_images/4765902671ded851272d80bd3134ef71782d544a67256d6dfb4b322acfaa8ba3.png b/_images/4765902671ded851272d80bd3134ef71782d544a67256d6dfb4b322acfaa8ba3.png
diff --git a/_images/4a20ad8a5ff472074d1c66a1b85a29eb5c33724f5594ba3e3cdeb245f9812650.png b/_images/4a20ad8a5ff472074d1c66a1b85a29eb5c33724f5594ba3e3cdeb245f9812650.png
diff --git a/_images/57de5fdc9a3cffff00dbec7b2db65d217712559e243441d9e29f76b14fec04be.png b/_images/57de5fdc9a3cffff00dbec7b2db65d217712559e243441d9e29f76b14fec04be.png
diff --git a/_images/5e3f7a30dac7fa94d86684a89a42782509d7d3ec2d83b27f2fb1c41ae4a4b789.png b/_images/5e3f7a30dac7fa94d86684a89a42782509d7d3ec2d83b27f2fb1c41ae4a4b789.png
diff --git a/_images/79001dc601ac1479c4c86ad0e8925ba5021d076a29bbcb6858e2645552c4e9df.png b/_images/79001dc601ac1479c4c86ad0e8925ba5021d076a29bbcb6858e2645552c4e9df.png
diff --git a/_images/7e78e4523e74a6c0b6f86fd0d14fa6a3234ed0b7c4e1a390d9bdcedfce80dbba.png b/_images/7e78e4523e74a6c0b6f86fd0d14fa6a3234ed0b7c4e1a390d9bdcedfce80dbba.png
diff --git a/_images/7f3e3f98ce41e2d6259a805b3848c5655307c966577a54b06bfb085d8bf5c733.png b/_images/7f3e3f98ce41e2d6259a805b3848c5655307c966577a54b06bfb085d8bf5c733.png
diff --git a/_images/83d5a60cb1a4faf70964b85a505dd42a2ef37171ffbdbae01c4bbf580c585630.png b/_images/83d5a60cb1a4faf70964b85a505dd42a2ef37171ffbdbae01c4bbf580c585630.png
diff --git a/_images/91e8771c286984782cf4f8b154eaee40472965467ded823a211be47faa4d4484.png b/_images/91e8771c286984782cf4f8b154eaee40472965467ded823a211be47faa4d4484.png
diff --git a/_images/96937ddefe669632d39ceb5cdf3706164f4f5729773eff3d4240b7f7a8a04ff6.png b/_images/96937ddefe669632d39ceb5cdf3706164f4f5729773eff3d4240b7f7a8a04ff6.png
diff --git a/_images/98b3c7f65509513b2bb80c6f63b56e461f7aaf02abdab66417cb76b2a6f833d9.png b/_images/98b3c7f65509513b2bb80c6f63b56e461f7aaf02abdab66417cb76b2a6f833d9.png
diff --git a/_images/9cd178c0cea0a8dade31c25f39de899e445d1d79ee6164db982f86dd44313a76.png b/_images/9cd178c0cea0a8dade31c25f39de899e445d1d79ee6164db982f86dd44313a76.png
diff --git a/_images/a64de57dcd1913fb888f292ae41325b0f958cfe3b921f6ac32e293b9f44bc3b0.png b/_images/a64de57dcd1913fb888f292ae41325b0f958cfe3b921f6ac32e293b9f44bc3b0.png
diff --git a/_images/aa37778a52092b81d05f0defe63641b8f928bf0fb479696a5b481a12daffc362.png b/_images/aa37778a52092b81d05f0defe63641b8f928bf0fb479696a5b481a12daffc362.png
diff --git a/_images/aec5adf141559a8e49dfc57735bb148fe1725eb41e2aeb55c00bf6994d5a20d6.png b/_images/aec5adf141559a8e49dfc57735bb148fe1725eb41e2aeb55c00bf6994d5a20d6.png
diff --git a/_images/b4d218560842f93a80f7f728f2c8ca74144218d530177c33a81c8f978e3d57bc.png b/_images/b4d218560842f93a80f7f728f2c8ca74144218d530177c33a81c8f978e3d57bc.png
diff --git a/_images/c99fdcc9e49d8279e4fd3b40f8e41d77992e3a93cc6e317d0a1bb65ae7e90a15.png b/_images/c99fdcc9e49d8279e4fd3b40f8e41d77992e3a93cc6e317d0a1bb65ae7e90a15.png
diff --git a/_images/daa893b0602811c4f75c8b3e3c7ffd7660807d0462389aab93d51966e84118f2.png b/_images/daa893b0602811c4f75c8b3e3c7ffd7660807d0462389aab93d51966e84118f2.png
diff --git a/_images/e341ed3e475686b7f4e1b7336fc21974b26340c78941adac80300b8ddcc20690.png b/_images/e341ed3e475686b7f4e1b7336fc21974b26340c78941adac80300b8ddcc20690.png
diff --git a/_images/eb8c53e4e8f230264e202f52b7cf03ee2734c9c02cdf9a735d342cab34117f35.png b/_images/eb8c53e4e8f230264e202f52b7cf03ee2734c9c02cdf9a735d342cab34117f35.png
diff --git a/_images/f3d83dee8ad94525f23d5d66cc524ddc395b05db47bbca050da9e0b8d104378c.png b/_images/f3d83dee8ad94525f23d5d66cc524ddc395b05db47bbca050da9e0b8d104378c.png
diff --git a/...3b62191796b9f18c67cc256b2ce0156530304.png → ...8281f40cedfb7cbdd8c17dd0f71e6ccf6cd71.png b/...3b62191796b9f18c67cc256b2ce0156530304.png → ...8281f40cedfb7cbdd8c17dd0f71e6ccf6cd71.png
diff --git a/_images/fe7cd170befb57ad50071376ed0ba1ccac1bd4bb4c0f5104e9cad1b4e0611649.png b/_images/fe7cd170befb57ad50071376ed0ba1ccac1bd4bb4c0f5104e9cad1b4e0611649.png
diff --git a/_sources/lectures/102-Varada-lectures/class_demos/demo_04-kNNs-SVMs.ipynb b/_sources/lectures/102-Varada-lectures/class_demos/demo_04-kNNs-SVMs.ipynb
@@ -2916,6 +2916,14 @@
     "for idx in test_idx: \n",
     "    show_nearest_neighbors(idx, nn, Z_valid, X_valid, y_valid)"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9961525a-1dfe-4f55-a212-18d7bf4460bb",
+   "metadata": {},
+   "source": [
+    "We can use $k$-NNs for more than just classifying images; we can also find the most similar examples in a dataset. You can see how this would be useful in recommendation systems. For instance, if a user is purchasing an item, you can find similar items in the dataset and recommend them to the user! "
+   ]
   }
  ],
  "metadata": {

diff --git a/docs/python_notes.html b/docs/python_notes.html
@@ -474,7 +474,7 @@ <h2>Plotting with matplotlib<a class="headerlink" href="#plotting-with-matplotli
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[&lt;matplotlib.lines.Line2D at 0x7f59312d12b0&gt;]
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[&lt;matplotlib.lines.Line2D at 0x7ff1ef9590a0&gt;]
 </pre></div>
 </div>
 <img alt="../_images/6d8e3ea93b7cb9116da742e92520b5c420c6540e375892d6d625581427aa3c26.png" src="../_images/6d8e3ea93b7cb9116da742e92520b5c420c6540e375892d6d625581427aa3c26.png" />
@@ -580,8 +580,8 @@ <h2>Numpy arrays<a class="headerlink" href="#numpy-arrays" title="Link to this h
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([[0.44139625, 0.43626186, 0.65856232],
-       [0.46108841, 0.7530967 , 0.46051356]])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([[0.11145201, 0.15054698, 0.81753201],
+       [0.15724602, 0.74952118, 0.01952255]])
 </pre></div>
 </div>
 </div>
@@ -593,7 +593,7 @@ <h2>Numpy arrays<a class="headerlink" href="#numpy-arrays" title="Link to this h
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.4362618573572439
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.15054698396555055
 </pre></div>
 </div>
 </div>

diff --git a/lectures/101-Giulia-lectures/01_intro.html b/lectures/101-Giulia-lectures/01_intro.html
diff --git a/lectures/101-Giulia-lectures/02_terminology-decision-trees.html b/lectures/101-Giulia-lectures/02_terminology-decision-trees.html
@@ -2465,7 +2465,7 @@ <h4><code class="docutils literal notranslate"><span class="pre">DecisionTreeCla
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/79001dc601ac1479c4c86ad0e8925ba5021d076a29bbcb6858e2645552c4e9df.png" src="../../_images/79001dc601ac1479c4c86ad0e8925ba5021d076a29bbcb6858e2645552c4e9df.png" />
+<img alt="../../_images/98b3c7f65509513b2bb80c6f63b56e461f7aaf02abdab66417cb76b2a6f833d9.png" src="../../_images/98b3c7f65509513b2bb80c6f63b56e461f7aaf02abdab66417cb76b2a6f833d9.png" />
 </div>
 </div>
 </section>
@@ -2550,7 +2550,7 @@ <h3>How does <code class="docutils literal notranslate"><span class="pre">predic
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/79001dc601ac1479c4c86ad0e8925ba5021d076a29bbcb6858e2645552c4e9df.png" src="../../_images/79001dc601ac1479c4c86ad0e8925ba5021d076a29bbcb6858e2645552c4e9df.png" />
+<img alt="../../_images/98b3c7f65509513b2bb80c6f63b56e461f7aaf02abdab66417cb76b2a6f833d9.png" src="../../_images/98b3c7f65509513b2bb80c6f63b56e461f7aaf02abdab66417cb76b2a6f833d9.png" />
 </div>
 </div>
 <p>What’s the prediction for the new example?</p>
@@ -2561,7 +2561,7 @@ <h3>How does <code class="docutils literal notranslate"><span class="pre">predic
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/opt/hostedtoolcache/Python/3.12.5/x64/lib/python3.12/site-packages/sklearn/base.py:493: UserWarning: X does not have valid feature names, but DecisionTreeClassifier was fitted with feature names
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/opt/hostedtoolcache/Python/3.12.6/x64/lib/python3.12/site-packages/sklearn/base.py:493: UserWarning: X does not have valid feature names, but DecisionTreeClassifier was fitted with feature names
   warnings.warn(
 </pre></div>
 </div>
@@ -2615,7 +2615,7 @@ <h3>How does <code class="docutils literal notranslate"><span class="pre">fit</s
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/b4d218560842f93a80f7f728f2c8ca74144218d530177c33a81c8f978e3d57bc.png" src="../../_images/b4d218560842f93a80f7f728f2c8ca74144218d530177c33a81c8f978e3d57bc.png" />
+<img alt="../../_images/83d5a60cb1a4faf70964b85a505dd42a2ef37171ffbdbae01c4bbf580c585630.png" src="../../_images/83d5a60cb1a4faf70964b85a505dd42a2ef37171ffbdbae01c4bbf580c585630.png" />
 </div>
 </div>
 <div class="warning admonition">
@@ -2730,7 +2730,7 @@ <h3>Decision trees with continuous features<a class="headerlink" href="#decision
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/daa893b0602811c4f75c8b3e3c7ffd7660807d0462389aab93d51966e84118f2.png" src="../../_images/daa893b0602811c4f75c8b3e3c7ffd7660807d0462389aab93d51966e84118f2.png" />
+<img alt="../../_images/4a20ad8a5ff472074d1c66a1b85a29eb5c33724f5594ba3e3cdeb245f9812650.png" src="../../_images/4a20ad8a5ff472074d1c66a1b85a29eb5c33724f5594ba3e3cdeb245f9812650.png" />
 </div>
 </div>
 </section>
@@ -3083,7 +3083,7 @@ <h3>Decision tree with <code class="docutils literal notranslate"><span class="p
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/392bae792b57872b170e82239299b797e0d1263e1b925f7208e33db2b6934086.png" src="../../_images/392bae792b57872b170e82239299b797e0d1263e1b925f7208e33db2b6934086.png" />
+<img alt="../../_images/457f331ee033d246f20d22c20dab407304a36a5b97d060108254e872a95e7df6.png" src="../../_images/457f331ee033d246f20d22c20dab407304a36a5b97d060108254e872a95e7df6.png" />
 </div>
 </div>
 </section>