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"source": [
|
||||
"# Exercises week 36\n",
|
||||
"**September 4-8, 2023**\n",
|
||||
"**September 2-6, 2024**\n",
|
||||
"\n",
|
||||
"Date: **Deadline is Sunday September 10 at midnight**"
|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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||||
"id": "97a04d2d",
|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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||||
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|
||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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||||
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|
||||
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|
||||
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||||
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||||
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|
||||
{
|
||||
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||||
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|
||||
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||||
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||||
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|
||||
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||||
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||||
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|
||||
{
|
||||
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||||
"id": "3c3a9191",
|
||||
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|
||||
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|
||||
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|
||||
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||||
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|
||||
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|
||||
{
|
||||
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||||
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|
||||
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||||
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||||
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|
||||
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||||
@@ -253,7 +253,7 @@
|
||||
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|
||||
{
|
||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
@@ -269,7 +269,7 @@
|
||||
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|
||||
{
|
||||
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|
||||
"id": "0107597b",
|
||||
"id": "b74418c2",
|
||||
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|
||||
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|
||||
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|
||||
@@ -281,7 +281,7 @@
|
||||
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|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "55fd1a9a",
|
||||
"id": "3b0279b2",
|
||||
"metadata": {
|
||||
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|
||||
},
|
||||
@@ -291,7 +291,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "8a05634c",
|
||||
"id": "f3fc4320",
|
||||
"metadata": {
|
||||
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|
||||
},
|
||||
@@ -303,7 +303,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "5d46ab65",
|
||||
"id": "c98f5acf",
|
||||
"metadata": {
|
||||
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|
||||
},
|
||||
@@ -315,7 +315,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "478a39d8",
|
||||
"id": "81e8044a",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -339,7 +339,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "ed28dbd2",
|
||||
"id": "c96c8fc3",
|
||||
"metadata": {
|
||||
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|
||||
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|
||||
@@ -351,7 +351,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "1939c401",
|
||||
"id": "90046598",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -361,7 +361,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "10877c2d",
|
||||
"id": "5ca23883",
|
||||
"metadata": {
|
||||
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|
||||
},
|
||||
@@ -373,7 +373,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "a7adfe54",
|
||||
"id": "b4c131be",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
|
||||
@@ -55,7 +55,7 @@ const thebe_selector_output = ".output, .cell_output"
|
||||
<script defer="defer" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
|
||||
<link rel="index" title="Index" href="genindex.html" />
|
||||
<link rel="search" title="Search" href="search.html" />
|
||||
<link rel="next" title="Week 36: Statistical interpretation of Linear Regression and Resampling techniques" href="week36.html" />
|
||||
<link rel="next" title="Week 36: Linear Rgeression and Statistical interpretations" href="week36.html" />
|
||||
<link rel="prev" title="Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression" href="week35.html" />
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1" />
|
||||
<meta name="docsearch:language" content="None">
|
||||
@@ -275,114 +275,7 @@ const thebe_selector_output = ".output, .cell_output"
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="week36.html">
|
||||
Week 36: Statistical interpretation of Linear Regression and Resampling techniques
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="exercisesweek37.html">
|
||||
Exercises week 37
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="week37.html">
|
||||
Week 37: Statistical interpretations and Resampling Methods
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="exercisesweek38.html">
|
||||
Exercises week 38
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="week38.html">
|
||||
Week 38: Logistic Regression and Optimization
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="exercisesweek39.html">
|
||||
Exercises week 39
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="week39.html">
|
||||
Week 39: Optimization and Gradient Methods
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="week40.html">
|
||||
Week 40: Gradient descent methods (continued) and start Neural networks
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="exercisesweek41.html">
|
||||
Exercises week 41
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="week41.html">
|
||||
Week 41 Neural networks and constructing a neural network code
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="exercisesweek42.html">
|
||||
Exercises week 42
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="week42.html">
|
||||
Week 42 Constructing a Neural Network code with introduction to Tensor flow
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="exercisesweek43.html">
|
||||
Exercises weeks 43 and 44
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="week43.html">
|
||||
Week 43: Deep Learning: Constructing a Neural Network code and solving differential equations
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="week44.html">
|
||||
Week 44, Convolutional Neural Networks (CNN)
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="week45.html">
|
||||
Week 45, Recurrent Neural Networks
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="week46.html">
|
||||
Week 46: Decision Trees, Ensemble methods and Random Forests
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="week47.html">
|
||||
Week 47: From Decision Trees to Ensemble Methods, Random Forests and Boosting Methods and Summary of Course
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="exercisesweek47.html">
|
||||
Exercise week 47
|
||||
</a>
|
||||
</li>
|
||||
</ul>
|
||||
<p aria-level="2" class="caption" role="heading">
|
||||
<span class="caption-text">
|
||||
Projects
|
||||
</span>
|
||||
</p>
|
||||
<ul class="nav bd-sidenav">
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="project1.html">
|
||||
Project 1 on Machine Learning, deadline October 9 (midnight), 2023
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="project2.html">
|
||||
Project 2 on Machine Learning, deadline November 17 (Midnight)
|
||||
Week 36: Linear Rgeression and Statistical interpretations
|
||||
</a>
|
||||
</li>
|
||||
</ul>
|
||||
@@ -540,11 +433,11 @@ const thebe_selector_output = ".output, .cell_output"
|
||||
<div>
|
||||
|
||||
<!-- HTML file automatically generated from DocOnce source (https://github.com/doconce/doconce/)
|
||||
doconce format html exercisesweek36.do.txt --no_mako -->
|
||||
doconce format html exercisesweek36.do.txt -->
|
||||
<!-- dom:TITLE: Exercises week 36 --><div class="tex2jax_ignore mathjax_ignore section" id="exercises-week-36">
|
||||
<h1>Exercises week 36<a class="headerlink" href="#exercises-week-36" title="Permalink to this headline">¶</a></h1>
|
||||
<p><strong>September 4-8, 2023</strong></p>
|
||||
<p>Date: <strong>Deadline is Sunday September 10 at midnight</strong></p>
|
||||
<p><strong>September 2-6, 2024</strong></p>
|
||||
<p>Date: <strong>Deadline is Friday September 6 at midnight</strong></p>
|
||||
<div class="section" id="overarching-aims-of-the-exercises-this-week">
|
||||
<h2>Overarching aims of the exercises this week<a class="headerlink" href="#overarching-aims-of-the-exercises-this-week" title="Permalink to this headline">¶</a></h2>
|
||||
<p>This set of exercises form an important part of the first project. The
|
||||
@@ -702,7 +595,7 @@ Ridge regression and ordinary least squares.</p>
|
||||
<a class='right-next' id="next-link" href="week36.html" title="next page">
|
||||
<div class="prev-next-info">
|
||||
<p class="prev-next-subtitle">next</p>
|
||||
<p class="prev-next-title">Week 36: Statistical interpretation of Linear Regression and Resampling techniques</p>
|
||||
<p class="prev-next-title">Week 36: Linear Rgeression and Statistical interpretations</p>
|
||||
</div>
|
||||
<i class="fas fa-angle-right"></i>
|
||||
</a>
|
||||
|
||||
@@ -264,6 +264,16 @@ const thebe_selector_output = ".output, .cell_output"
|
||||
Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="exercisesweek36.html">
|
||||
Exercises week 36
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="week36.html">
|
||||
Week 36: Linear Rgeression and Statistical interpretations
|
||||
</a>
|
||||
</li>
|
||||
</ul>
|
||||
|
||||
</div>
|
||||
|
||||
@@ -265,6 +265,16 @@ const thebe_selector_output = ".output, .cell_output"
|
||||
Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="exercisesweek36.html">
|
||||
Exercises week 36
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="week36.html">
|
||||
Week 36: Linear Rgeression and Statistical interpretations
|
||||
</a>
|
||||
</li>
|
||||
</ul>
|
||||
|
||||
</div>
|
||||
|
||||
@@ -7,7 +7,7 @@ Traceback (most recent call last):
|
||||
return just_run(coro(*args, **kwargs))
|
||||
File "/Users/mhjensen/miniforge3/envs/myenv/lib/python3.9/site-packages/nbclient/util.py", line 62, in just_run
|
||||
return loop.run_until_complete(coro)
|
||||
File "/Users/mhjensen/miniforge3/envs/myenv/lib/python3.9/asyncio/base_events.py", line 642, in run_until_complete
|
||||
File "/Users/mhjensen/miniforge3/envs/myenv/lib/python3.9/asyncio/base_events.py", line 647, in run_until_complete
|
||||
return future.result()
|
||||
File "/Users/mhjensen/miniforge3/envs/myenv/lib/python3.9/site-packages/nbclient/client.py", line 663, in async_execute
|
||||
await self.async_execute_cell(
|
||||
@@ -24,7 +24,7 @@ Xinv = np.linlag.pinv(X)
|
||||
|
||||
[0;31m---------------------------------------------------------------------------[0m
|
||||
[0;31mAttributeError[0m Traceback (most recent call last)
|
||||
Input [0;32mIn [1][0m, in [0;36m<cell line: 3>[0;34m()[0m
|
||||
Cell [0;32mIn[6], line 3[0m
|
||||
[1;32m 1[0m [38;5;28;01mimport[39;00m [38;5;21;01mnumpy[39;00m [38;5;28;01mas[39;00m [38;5;21;01mnp[39;00m
|
||||
[1;32m 2[0m X [38;5;241m=[39m np[38;5;241m.[39marray( [ [[38;5;241m1[39m,[38;5;241m2[39m,[38;5;241m3[39m],[[38;5;241m2[39m,[38;5;241m4[39m,[38;5;241m5[39m],[[38;5;241m3[39m,[38;5;241m5[39m,[38;5;241m6[39m]])
|
||||
[0;32m----> 3[0m Xinv [38;5;241m=[39m [43mnp[49m[38;5;241;43m.[39;49m[43mlinlag[49m[38;5;241m.[39mpinv(X)
|
||||
|
||||
@@ -270,6 +270,16 @@ const thebe_selector_output = ".output, .cell_output"
|
||||
Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="exercisesweek36.html">
|
||||
Exercises week 36
|
||||
</a>
|
||||
</li>
|
||||
<li class="toctree-l1">
|
||||
<a class="reference internal" href="week36.html">
|
||||
Week 36: Linear Rgeression and Statistical interpretations
|
||||
</a>
|
||||
</li>
|
||||
</ul>
|
||||
|
||||
</div>
|
||||
|
||||
@@ -2,32 +2,32 @@
|
||||
"cells": [
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "fb4d27e1",
|
||||
"id": "0d8dd9a1",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
"source": [
|
||||
"<!-- HTML file automatically generated from DocOnce source (https://github.com/doconce/doconce/)\n",
|
||||
"doconce format html exercisesweek36.do.txt --no_mako -->\n",
|
||||
"doconce format html exercisesweek36.do.txt -->\n",
|
||||
"<!-- dom:TITLE: Exercises week 36 -->"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "c3ef468d",
|
||||
"id": "11ad120e",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
"source": [
|
||||
"# Exercises week 36\n",
|
||||
"**September 4-8, 2023**\n",
|
||||
"**September 2-6, 2024**\n",
|
||||
"\n",
|
||||
"Date: **Deadline is Sunday September 10 at midnight**"
|
||||
"Date: **Deadline is Friday September 6 at midnight**"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "b81273ff",
|
||||
"id": "1b63c849",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -44,7 +44,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "53c4e245",
|
||||
"id": "e4b83732",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -62,7 +62,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "e5813e09",
|
||||
"id": "c3c7500f",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -74,7 +74,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "f8af4862",
|
||||
"id": "321cd815",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -84,7 +84,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "8a114760",
|
||||
"id": "6f0ca592",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -97,7 +97,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "c4610a33",
|
||||
"id": "e0e80d60",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -107,7 +107,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "a3608d5c",
|
||||
"id": "01b82b98",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -119,7 +119,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "5dcf5daa",
|
||||
"id": "fe87982f",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -134,7 +134,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "0cbd93fd",
|
||||
"id": "f340d633",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -147,7 +147,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "6fba5d18",
|
||||
"id": "5c87f4a6",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -159,7 +159,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "bec3e21d",
|
||||
"id": "01b7082d",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -171,7 +171,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "380e526b",
|
||||
"id": "ba8f3cdb",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -183,7 +183,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "97a04d2d",
|
||||
"id": "118cc5e4",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -193,7 +193,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "a378590f",
|
||||
"id": "8e829cb2",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -205,7 +205,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "f2d2d7ae",
|
||||
"id": "91ce6d32",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -217,7 +217,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "b2ffd80f",
|
||||
"id": "1f24acd9",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -229,7 +229,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "3c3a9191",
|
||||
"id": "4f898e5c",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -241,7 +241,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "4e3f0bb8",
|
||||
"id": "dbd99565",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -253,7 +253,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "040a6f88",
|
||||
"id": "0f0cb9de",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -269,7 +269,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "0107597b",
|
||||
"id": "b74418c2",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -281,7 +281,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "55fd1a9a",
|
||||
"id": "3b0279b2",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -291,7 +291,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "8a05634c",
|
||||
"id": "f3fc4320",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -303,7 +303,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "5d46ab65",
|
||||
"id": "c98f5acf",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -315,7 +315,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "478a39d8",
|
||||
"id": "81e8044a",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -339,7 +339,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "ed28dbd2",
|
||||
"id": "c96c8fc3",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -351,7 +351,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "1939c401",
|
||||
"id": "90046598",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -361,7 +361,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "10877c2d",
|
||||
"id": "5ca23883",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -373,7 +373,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "a7adfe54",
|
||||
"id": "b4c131be",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
|
||||
|
After Width: | Height: | Size: 27 KiB |
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