changed deadline fr project 1
This commit is contained in:
@@ -7,9 +7,9 @@ Automatically generated HTML file from DocOnce source
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<meta name="description" content="Project 1 on Machine Learning, deadline September 30, 2019">
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<meta name="description" content="Project 1 on Machine Learning, deadline October 7, 2019">
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<title>Project 1 on Machine Learning, deadline September 30, 2019</title>
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<title>Project 1 on Machine Learning, deadline October 7, 2019</title>
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<!-- Bootstrap style: bootstrap -->
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<link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
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@@ -106,7 +106,7 @@ MathJax.Hub.Config({
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<span class="icon-bar"></span>
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<span class="icon-bar"></span>
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</button>
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<a class="navbar-brand" href="Project1-bs.html">Project 1 on Machine Learning, deadline September 30, 2019</a>
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<a class="navbar-brand" href="Project1-bs.html">Project 1 on Machine Learning, deadline October 7, 2019</a>
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</div>
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<div class="navbar-collapse collapse navbar-responsive-collapse">
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@@ -144,7 +144,7 @@ MathJax.Hub.Config({
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<div class="jumbotron">
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<center><h1>Project 1 on Machine Learning, deadline September 30, 2019</h1></center> <!-- document title -->
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<center><h1>Project 1 on Machine Learning, deadline October 7, 2019</h1></center> <!-- document title -->
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<p>
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<!-- author(s): <a href="http://www.uio.no/studier/emner/matnat/fys/FYS3155/index-eng.html" target="_self">Data Analysis and Machine Learning FYS-STK3155/FYS4155</a> -->
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@@ -159,7 +159,7 @@ MathJax.Hub.Config({
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<center><b>Department of Physics, University of Oslo, Norway</b></center>
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<br>
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<p>
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<center><h4>Sep 13, 2019</h4></center> <!-- date -->
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<center><h4>Sep 26, 2019</h4></center> <!-- date -->
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<br>
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<p>
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</div> <!-- end jumbotron -->
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@@ -7,9 +7,9 @@ Automatically generated HTML file from DocOnce source
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<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
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<meta name="generator" content="DocOnce: https://github.com/hplgit/doconce/" />
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<meta name="viewport" content="width=device-width, initial-scale=1.0" />
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<meta name="description" content="Project 1 on Machine Learning, deadline September 30, 2019">
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<meta name="description" content="Project 1 on Machine Learning, deadline October 7, 2019">
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<title>Project 1 on Machine Learning, deadline September 30, 2019</title>
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<title>Project 1 on Machine Learning, deadline October 7, 2019</title>
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<!-- Bootstrap style: bootstrap -->
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<link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
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@@ -106,7 +106,7 @@ MathJax.Hub.Config({
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<span class="icon-bar"></span>
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<span class="icon-bar"></span>
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</button>
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<a class="navbar-brand" href="Project1-bs.html">Project 1 on Machine Learning, deadline September 30, 2019</a>
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<a class="navbar-brand" href="Project1-bs.html">Project 1 on Machine Learning, deadline October 7, 2019</a>
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</div>
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<div class="navbar-collapse collapse navbar-responsive-collapse">
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@@ -144,7 +144,7 @@ MathJax.Hub.Config({
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<div class="jumbotron">
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<center><h1>Project 1 on Machine Learning, deadline September 30, 2019</h1></center> <!-- document title -->
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<center><h1>Project 1 on Machine Learning, deadline October 7, 2019</h1></center> <!-- document title -->
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<p>
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<!-- author(s): <a href="http://www.uio.no/studier/emner/matnat/fys/FYS3155/index-eng.html" target="_self">Data Analysis and Machine Learning FYS-STK3155/FYS4155</a> -->
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@@ -159,7 +159,7 @@ MathJax.Hub.Config({
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<center><b>Department of Physics, University of Oslo, Norway</b></center>
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<br>
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<p>
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<center><h4>Sep 13, 2019</h4></center> <!-- date -->
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<center><h4>Sep 26, 2019</h4></center> <!-- date -->
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<br>
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<p>
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</div> <!-- end jumbotron -->
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@@ -7,9 +7,9 @@ Automatically generated HTML file from DocOnce source
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<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
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<meta name="generator" content="DocOnce: https://github.com/hplgit/doconce/" />
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<meta name="viewport" content="width=device-width, initial-scale=1.0" />
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<meta name="description" content="Project 1 on Machine Learning, deadline September 30, 2019">
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<meta name="description" content="Project 1 on Machine Learning, deadline October 7, 2019">
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<title>Project 1 on Machine Learning, deadline September 30, 2019</title>
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<title>Project 1 on Machine Learning, deadline October 7, 2019</title>
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<style type="text/css">
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@@ -101,7 +101,7 @@ MathJax.Hub.Config({
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<center><h1>Project 1 on Machine Learning, deadline September 30, 2019</h1></center> <!-- document title -->
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<center><h1>Project 1 on Machine Learning, deadline October 7, 2019</h1></center> <!-- document title -->
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<p>
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<!-- author(s): <a href="http://www.uio.no/studier/emner/matnat/fys/FYS3155/index-eng.html" target="_blank">Data Analysis and Machine Learning FYS-STK3155/FYS4155</a> -->
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@@ -116,7 +116,7 @@ MathJax.Hub.Config({
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<center><b>Department of Physics, University of Oslo, Norway</b></center>
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<br>
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<p>
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<center><h4>Sep 13, 2019</h4></center> <!-- date -->
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<center><h4>Sep 26, 2019</h4></center> <!-- date -->
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<br>
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<h2 id="___sec0">Regression analysis and resampling methods </h2>
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@@ -135,7 +135,7 @@ final, % draft: marks overfull hboxes, figures with paths
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\begin{center}
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{\LARGE\bf
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\begin{spacing}{1.25}
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Project 1 on Machine Learning, deadline September 30, 2019
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Project 1 on Machine Learning, deadline October 7, 2019
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\end{spacing}
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}
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\end{center}
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@@ -155,7 +155,7 @@ Project 1 on Machine Learning, deadline September 30, 2019
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% --- begin date ---
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\begin{center}
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Sep 13, 2019
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Sep 26, 2019
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\end{center}
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% --- end date ---
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Binary file not shown.
@@ -105,7 +105,7 @@ final, % draft: marks overfull hboxes, figures with paths
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\begin{center}
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{\LARGE\bf
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\begin{spacing}{1.25}
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Project 1 on Machine Learning, deadline September 30, 2019
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Project 1 on Machine Learning, deadline October 7, 2019
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\end{spacing}
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}
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\end{center}
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@@ -125,7 +125,7 @@ Project 1 on Machine Learning, deadline September 30, 2019
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% --- begin date ---
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\begin{center}
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Sep 13, 2019
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Sep 26, 2019
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\end{center}
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% --- end date ---
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@@ -105,7 +105,7 @@ final, % draft: marks overfull hboxes, figures with paths
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\begin{center}
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{\LARGE\bf
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\begin{spacing}{1.25}
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Project 1 on Machine Learning, deadline September 30, 2019
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Project 1 on Machine Learning, deadline October 7, 2019
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\end{spacing}
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}
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\end{center}
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@@ -125,7 +125,7 @@ Project 1 on Machine Learning, deadline September 30, 2019
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% --- begin date ---
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\begin{center}
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Sep 13, 2019
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Sep 26, 2019
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\end{center}
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% --- end date ---
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@@ -1,4 +1,4 @@
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TITLE: Project 1 on Machine Learning, deadline September 30, 2019
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TITLE: Project 1 on Machine Learning, deadline October 7, 2019
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AUTHOR: "Data Analysis and Machine Learning FYS-STK3155/FYS4155":"http://www.uio.no/studier/emner/matnat/fys/FYS3155/index-eng.html" {copyright, 1999-present|CC BY-NC} at Department of Physics, University of Oslo, Norway
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DATE: today
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@@ -5,12 +5,10 @@ import matplotlib.pyplot as plt
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from sklearn.linear_model import SGDRegressor
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x = 2*np.random.rand(100,1)
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y = 4+3*x+np.random.randn(100,1)
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y = 4+3*x#+np.random.randn(100,1)
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xb = np.c_[np.ones((100,1)), x]
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theta_linreg = np.linalg.inv(xb.T.dot(xb)).dot(xb.T).dot(y)
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print("Own inversion")
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print(theta_linreg)
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sgdreg = SGDRegressor(max_iter = 50, penalty=None, eta0=0.1)
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sgdreg.fit(x,y.ravel())
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print("sgdreg from scikit")
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@@ -18,13 +16,12 @@ print(sgdreg.intercept_, sgdreg.coef_)
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theta = np.random.randn(2,1)
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eta = 0.1
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Niterations = 1000
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m = 100
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for iter in range(Niterations):
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gradients = 2.0/m*xb.T.dot(xb.dot(theta)-y)
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gradients = 2.0/m*xb.T @ ((xb @ theta)-y)
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theta -= eta*gradients
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print("theta from own gd")
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print(theta)
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@@ -32,7 +29,6 @@ print(theta)
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xnew = np.array([[0],[2]])
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xbnew = np.c_[np.ones((2,1)), xnew]
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ypredict = xbnew.dot(theta)
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ypredict2 = xbnew.dot(theta_linreg)
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n_epochs = 50
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t0, t1 = 5, 50
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@@ -47,14 +43,13 @@ for epoch in range(n_epochs):
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random_index = np.random.randint(m)
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xi = xb[random_index:random_index+1]
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yi = y[random_index:random_index+1]
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gradients = 2 * xi.T.dot(xi.dot(theta)-yi)
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gradients = 2 * xi.T @ ((xi @ theta)-yi)
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eta = learning_schedule(epoch*m+i)
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theta = theta - eta*gradients
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print("theta from own sdg")
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print(theta)
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plt.plot(xnew, ypredict, "r-")
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plt.plot(xnew, ypredict2, "b-")
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plt.plot(x, y ,'ro')
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plt.axis([0,2.0,0, 15.0])
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plt.xlabel(r'$x$')
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@@ -110,3 +110,7 @@ running preprocess -DFORMAT=html -DDEVICE=screen course.do.txt > tmp_preprocess
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running mako on tmp_preprocess__course.do.txt to make tmp_mako__course.do.txt
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translating doconce text in tmp_mako__course.do.txt to html
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output in course.html
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running preprocess -DFORMAT=html -DDEVICE=screen course.do.txt > tmp_preprocess__course.do.txt
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running mako on tmp_preprocess__course.do.txt to make tmp_mako__course.do.txt
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translating doconce text in tmp_mako__course.do.txt to html
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output in course.html
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@@ -102,7 +102,7 @@ ${text_types(ch)}
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=== Project 1, Deadline September 30 (available August 26) ===
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=== Project 1, Deadline October 7 (available August 26) ===
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* LaTeX and PDF:
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* "LaTex file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/pdf/Project1.tex"
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* "PDF file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/pdf/Project1.pdf"
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@@ -111,7 +111,7 @@ ${text_types(ch)}
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* "Bootstrap slide style, easy for reading on mobile devices": "http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/html/Project1-bs.html"
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=== Project 2, Deadline November 4 (avaliable September 23) ===
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=== Project 2, Deadline November 4 (avaliable September 30) ===
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* LaTeX and PDF:
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* "Latex file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project2/pdf/Project2.tex"
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* "PDF file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project2/pdf/Project2.pdf"
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+5
-56
@@ -79,23 +79,12 @@ ${text_types(ch)}
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% endfor
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!split
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===== Python and Scikit Learn, a short guide =====
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* HTML format only:
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* "Bootstrap slide style, easy for reading on mobile devices": "http://compphysics.github.io/ComputationalPhysics/doc/pub/learningpython/html/learningpython-bs.html"
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!split
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===== Teach yourself C++ =====
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* HTML format only:
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* "Bootstrap slide style, easy for reading on mobile devices": "http://compphysics.github.io/ComputationalPhysics/doc/pub/learningcpp/html/learningcpp-bs.html"
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!split
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===== Projects and Exercises Fall 2019 =====
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=== First homework set, week 35 ===
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=== First homework set, week 35 (Available August 20) ===
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* LaTeX and PDF:
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* "LaTex file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/hw1/pdf/hw1.tex"
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* "PDF file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/hw1/pdf/hw1.pdf"
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@@ -103,7 +92,7 @@ ${text_types(ch)}
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* "Plain html":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/hw1/html/hw1.html"
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* "Bootstrap slide style, easy for reading on mobile devices": "http://compphysics.github.io/MachineLearning/doc/Projects/2019/hw1/html/hw1-bs.html"
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=== Second homework set, week 36 ===
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=== Second homework set, week 36 (Available August 26) ===
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* LaTeX and PDF:
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* "LaTex file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/hw2/pdf/hw2.tex"
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* "PDF file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/hw2/pdf/hw2.pdf"
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@@ -113,7 +102,7 @@ ${text_types(ch)}
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=== Project 1, Deadline September 30 ===
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=== Project 1, Deadline September 30 (available August 26) ===
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* LaTeX and PDF:
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* "LaTex file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/pdf/Project1.tex"
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* "PDF file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/pdf/Project1.pdf"
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@@ -122,7 +111,7 @@ ${text_types(ch)}
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* "Bootstrap slide style, easy for reading on mobile devices": "http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/html/Project1-bs.html"
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=== Project 2, Deadline November 4 ===
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=== Project 2, Deadline November 4 (avaliable September 23) ===
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* LaTeX and PDF:
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* "Latex file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project2/pdf/Project2.tex"
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* "PDF file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project2/pdf/Project2.pdf"
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@@ -130,7 +119,7 @@ ${text_types(ch)}
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* "Plain html":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project2/html/Project2.html"
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* "Bootstrap slide style, easy for reading on mobile devices": "http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project2/html/Project2-bs.html"
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=== Project 3, Deadline December 13 ===
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=== Project 3, Deadline December 13 (available October 28) ===
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* LaTeX and PDF:
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* "LaTex file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project3/pdf/Project3.tex"
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* "PDF file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project3/pdf/Project3.pdf"
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@@ -235,43 +224,3 @@ _General Machine Learning Books_:
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!split
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===== Teaching schedule Fall 2019 =====
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Acronyms for textbooks and references to chapter
|
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* HTF: "Trevor Hastie, Robert Tibshirani, Jerome H. Friedman, The Elements of Statistical Learning, Springer":"https://www.springer.com/gp/book/9780387848570"
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* AG: "Aurelien Geron, Hands‑On Machine Learning with Scikit‑Learn and TensorFlow, O'Reilly":"http://shop.oreilly.com/product/0636920052289.do"
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|----------------------------------------------------------------------------------------------------------------------------|
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| Week and days | Topics to be covered | Projects, exercises and deadlines | Reading assignments| Lab activities |
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|----------------------------------------------------------------------------------------------------------------------------|
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| Week 34| Introduction and regression analysis | Exercises TBD | HTF chapters 1-3 and "lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/Regression/html/Regression-bs.html"| No lab first week |
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|----------------------------------------------------------------------------------------------------------------------------|
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| Week 35 | Regression analysis | Exercises TBD | HTF chapter 3 and "lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/Regression/html/Regression-bs.html"| Introduction to Git, GitHub and Python software, Python technicalities and work on exercises|
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|----------------------------------------------------------------------------------------------------------------------------|
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| Week 36 | Regression analysis and nearest neighbors| Exercises TBD | HTF chapters 3, 4 and 13 and "lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/Regression/html/Regression-bs.html" | Work on exercises|
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|----------------------------------------------------------------------------------------------------------------------------|
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| Week 37 | Classification and logistic regression | "Presentation of Project 1, deadline October 1":"https://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/html/Project1-bs.html" | HTF chapter 4 and "lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/Regression/html/Regression-bs.html" | Work on project 1|
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|----------------------------------------------------------------------------------------------------------------------------|
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| Week 38 | Optimization methods | Exercises and project 1 | HTF chapter 5 and "lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/Splines/html/Splines-bs.html" | Work on project 1, deadline October 1|
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|----------------------------------------------------------------------------------------------------------------------------|
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| Week 39 | Logistic regression and optimization | Project 1 | "Lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/Bayesian/html/Bayesian-bs.html" | Work on Project 1|
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|----------------------------------------------------------------------------------------------------------------------------|
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| Week 40 | Neural Networks | Presentation of project 2, deadline November 12 | "Lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/Statistics/html/Statistics-bs.html" | Deadline project 1, October 1|
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|----------------------------------------------------------------------------------------------------------------------------|
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| Week 41 | Neural Networks | Project 2 | "Lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/Statistics/html/Statistics-bs.html" | Work on project 2 |
|
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|----------------------------------------------------------------------------------------------------------------------------|
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| Week 42 | Neural Networks | Project 2 | HTF chapter 11 and "lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/NeuralNet/html/NeuralNet-bs.html" | Work on project 2 |
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|----------------------------------------------------------------------------------------------------------------------------|
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| Week 43 | Dimensionality reduction and support vector machines | Project 2 | HTF chapters 3 and 12 and "lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/NeuralNet/html/NeuralNet-bs.html" | Work on project 2 |
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|----------------------------------------------------------------------------------------------------------------------------|
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| Week 44 | SVM and tree and forest models | Project 2 | HTF chapter 9 and "lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/NeuralNet/html/NeuralNet-bs.html" | Work on project 2 |
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|----------------------------------------------------------------------------------------------------------------------------|
|
||||
| Week 45 | SVM and tree and forest models | Presentation and discussion of project 3 | HTF chapter 14 and "lecture notes":"https://compphysics.github.io/MachineLearning/doc/pub/BM/html/BM-bs.html" | Deadline project 2 November 12 |
|
||||
|----------------------------------------------------------------------------------------------------------------------------|
|
||||
| Week 46 | Bayesian statitics | Project 3, deadline December 14 | | Work on project 3 |
|
||||
|----------------------------------------------------------------------------------------------------------------------------|
|
||||
| Week 47 | Unsupervised learning, Boltzmann machines | Project 3 | | Work on project 3 |
|
||||
|----------------------------------------------------------------------------------------------------------------------------|
|
||||
| Week 48 | Summary of course and final workshop | Project 3 | Lecture notes | Final workshop with presentation of project 3 (TBA)|
|
||||
|----------------------------------------------------------------------------------------------------------------------------|
|
||||
|
||||
+4
-4
@@ -122,11 +122,11 @@ div { text-align: justify; text-justify: inter-word; }
|
||||
3,
|
||||
None,
|
||||
'___sec21'),
|
||||
('Project 1, Deadline September 30 (available August 26)',
|
||||
('Project 1, Deadline October 7 (available August 26)',
|
||||
3,
|
||||
None,
|
||||
'___sec22'),
|
||||
('Project 2, Deadline November 4 (avaliable September 23)',
|
||||
('Project 2, Deadline November 4 (avaliable September 30)',
|
||||
3,
|
||||
None,
|
||||
'___sec23'),
|
||||
@@ -804,7 +804,7 @@ formulas in HTML or ipython notebook files.
|
||||
|
||||
</ul>
|
||||
|
||||
<h3 id="___sec22">Project 1, Deadline September 30 (available August 26) </h3>
|
||||
<h3 id="___sec22">Project 1, Deadline October 7 (available August 26) </h3>
|
||||
|
||||
<ul>
|
||||
<li> LaTeX and PDF:</li>
|
||||
@@ -823,7 +823,7 @@ formulas in HTML or ipython notebook files.
|
||||
|
||||
</ul>
|
||||
|
||||
<h3 id="___sec23">Project 2, Deadline November 4 (avaliable September 23) </h3>
|
||||
<h3 id="___sec23">Project 2, Deadline November 4 (avaliable September 30) </h3>
|
||||
|
||||
<ul>
|
||||
<li> LaTeX and PDF:</li>
|
||||
|
||||
@@ -321,7 +321,7 @@ formulas in HTML or ipython notebook files.
|
||||
|
||||
|
||||
|
||||
=== Project 1, Deadline September 30 (available August 26) ===
|
||||
=== Project 1, Deadline October 7 (available August 26) ===
|
||||
* LaTeX and PDF:
|
||||
* "LaTex file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/pdf/Project1.tex"
|
||||
* "PDF file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/pdf/Project1.pdf"
|
||||
@@ -330,7 +330,7 @@ formulas in HTML or ipython notebook files.
|
||||
* "Bootstrap slide style, easy for reading on mobile devices": "http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/html/Project1-bs.html"
|
||||
|
||||
|
||||
=== Project 2, Deadline November 4 (avaliable September 23) ===
|
||||
=== Project 2, Deadline November 4 (avaliable September 30) ===
|
||||
* LaTeX and PDF:
|
||||
* "Latex file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project2/pdf/Project2.tex"
|
||||
* "PDF file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project2/pdf/Project2.pdf"
|
||||
|
||||
@@ -96,7 +96,7 @@ ${text_types(ch)}
|
||||
|
||||
|
||||
|
||||
=== Project 1, Deadline September 30 (available August 26) ===
|
||||
=== Project 1, Deadline October 7 (available August 26) ===
|
||||
* LaTeX and PDF:
|
||||
* "LaTex file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/pdf/Project1.tex"
|
||||
* "PDF file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/pdf/Project1.pdf"
|
||||
@@ -105,7 +105,7 @@ ${text_types(ch)}
|
||||
* "Bootstrap slide style, easy for reading on mobile devices": "http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project1/html/Project1-bs.html"
|
||||
|
||||
|
||||
=== Project 2, Deadline November 4 (avaliable September 23) ===
|
||||
=== Project 2, Deadline November 4 (avaliable September 30) ===
|
||||
* LaTeX and PDF:
|
||||
* "Latex file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project2/pdf/Project2.tex"
|
||||
* "PDF file":"http://compphysics.github.io/MachineLearning/doc/Projects/2019/Project2/pdf/Project2.pdf"
|
||||
|
||||
Reference in New Issue
Block a user