From d18e3036c1dcb9549b01310ab6af46ba051c4772 Mon Sep 17 00:00:00 2001 From: mhjensen Date: Thu, 17 Oct 2019 05:05:00 +0200 Subject: [PATCH] adding some other datasets to project 2 --- .../2019/Project2/html/Project2-bs.html | 14 +++++++++++++- doc/Projects/2019/Project2/html/Project2.html | 14 +++++++++++++- .../Project2/ipynb/ipynb-Project2-src.tar.gz | Bin 192 -> 191 bytes doc/Projects/2019/Project2/pdf/Project2.p.tex | 13 ++++++++++++- doc/Projects/2019/Project2/pdf/Project2.pdf | Bin 236493 -> 238326 bytes doc/Projects/2019/Project2/pdf/Project2.tex | 13 ++++++++++++- .../Projects/2019/Project2/Project2.do.txt | 12 ++++++++++++ 7 files changed, 62 insertions(+), 4 deletions(-) diff --git a/doc/Projects/2019/Project2/html/Project2-bs.html b/doc/Projects/2019/Project2/html/Project2-bs.html index 996a9801f..b542ddbd5 100644 --- a/doc/Projects/2019/Project2/html/Project2-bs.html +++ b/doc/Projects/2019/Project2/html/Project2-bs.html @@ -153,7 +153,7 @@ MathJax.Hub.Config({
Department of Physics, University of Oslo, Norway

-

Oct 9, 2019

+

Oct 17, 2019


@@ -195,6 +195,9 @@ has been studied in the scientific literature. This makes it easier for you to compare and analyze your results. It is also an essential elements of the scientific discussion. +

+In particular, when developing your own Logistic Regression code for classification problems, the so-called Wisconsin Cancer data (which is a binary problem, benign or malignant tumors) may be studied. You find more information about this at the Scikit-Learn site or at the University of California at Irvine. The lecture slides on dimensionality reduction have several code examples on this data set. +

Part a): Write your Logistic Regression code, first step

@@ -249,6 +252,15 @@ Regression code. You can compare your own results with those obtained using scikit-learn. +

+As stated in the introduction, it can also be useful to study other datasets. In particular, when developing your own Logistic Regression code for classification problems, the so-called \ +Wisconsin Cancer data (which is a binary problem, benign or malignant tumors) may be studied. You find more \ +information about this at the Scikit-Learn site or at the "University of California at Irvine":"https://archive.ics.uci.e\ +du/ml/datasets/breast+cancer+wisconsin+(original)". The lecture slides on dimensionality reduction have sev\ +eral code examples on this data set. +

Part c): Writing your own Neural Network code

diff --git a/doc/Projects/2019/Project2/html/Project2.html b/doc/Projects/2019/Project2/html/Project2.html index d83947f4f..e7fd8d5be 100644 --- a/doc/Projects/2019/Project2/html/Project2.html +++ b/doc/Projects/2019/Project2/html/Project2.html @@ -112,7 +112,7 @@ MathJax.Hub.Config({

Department of Physics, University of Oslo, Norway

-

Oct 9, 2019

+

Oct 17, 2019


Classification and Regression, from linear and logistic regression to neural networks

@@ -152,6 +152,9 @@ has been studied in the scientific literature. This makes it easier for you to compare and analyze your results. It is also an essential elements of the scientific discussion. +

+In particular, when developing your own Logistic Regression code for classification problems, the so-called Wisconsin Cancer data (which is a binary problem, benign or malignant tumors) may be studied. You find more information about this at the Scikit-Learn site or at the University of California at Irvine. The lecture slides on dimensionality reduction have several code examples on this data set. +

Part a): Write your Logistic Regression code, first step

@@ -206,6 +209,15 @@ Regression code. You can compare your own results with those obtained using scikit-learn. +

+As stated in the introduction, it can also be useful to study other datasets. In particular, when developing your own Logistic Regression code for classification problems, the so-called \ +Wisconsin Cancer data (which is a binary problem, benign or malignant tumors) may be studied. You find more \ +information about this at the Scikit-Learn site or at the "University of California at Irvine":"https://archive.ics.uci.e\ +du/ml/datasets/breast+cancer+wisconsin+(original)". The lecture slides on dimensionality reduction have sev\ +eral code examples on this data set. +

Part c): Writing your own Neural Network code

diff --git a/doc/Projects/2019/Project2/ipynb/ipynb-Project2-src.tar.gz b/doc/Projects/2019/Project2/ipynb/ipynb-Project2-src.tar.gz index 837da8f9490ec409b9f18384f1e24bc99aa68844..4efdbdb1a1299c3d365e14a3545e8a7a4e6c01d6 100644 GIT binary patch literal 191 zcmV;w06_mAiwFQi+NWIr1MSaC3c@fD2H>uHia9|^`dkZk;X)|l1yY;Z)S9VD3ikG< zE$B*dQ$)xI;b)j3%pCH~cAp34ZoJhHLee;fDYG=0lY~n>qcj5=B?-;!BM}f9*~$a5 z-bycnHcZ)7nwCq=<=Z(sR@Wc?Sx$jx{)uBFH0+AeG$=u$;U(e)3WY5{nJ^IjC`+i2 t>!}Hf-v*&LFgXINDq#dl*7?1{vtm~r_`g2KaU93_(gT;IT>k(F000J@FH7m9R{RpSMxPA7+9>?>JD%rx-j^PheeVze2mk=A$yo~k diff --git a/doc/Projects/2019/Project2/pdf/Project2.p.tex b/doc/Projects/2019/Project2/pdf/Project2.p.tex index 9e294cc54..53819c3fe 100644 --- a/doc/Projects/2019/Project2/pdf/Project2.p.tex +++ b/doc/Projects/2019/Project2/pdf/Project2.p.tex @@ -149,7 +149,7 @@ Project 2 on Machine Learning, deadline November 8 % --- begin date --- \begin{center} -Oct 9, 2019 +Oct 17, 2019 \end{center} % --- end date --- @@ -196,6 +196,8 @@ has been studied in the scientific literature. This makes it easier for you to compare and analyze your results. It is also an essential elements of the scientific discussion. +In particular, when developing your own Logistic Regression code for classification problems, the so-called Wisconsin Cancer data (which is a binary problem, benign or malignant tumors) may be studied. You find more information about this at the \href{{https://scikit-learn.org/stable/modules/generated/sklearn.datasets.load_breast_cancer.html}}{Scikit-Learn site} or at the \href{{https://archive.ics.uci.edu/ml/datasets/breast+cancer+wisconsin+(original)}}{University of California at Irvine}. The \href{{https://compphysics.github.io/MachineLearning/doc/pub/DimRed/html/DimRed.html}}{lecture slides on dimensionality reduction have several code examples on this data set}. + \paragraph{Part a): Write your Logistic Regression code, first step.} If you opt for the credit card data, your first task is to familiarize yourself with the data set and the scientific article. We recommend also that you study the code example in the \href{{https://compphysics.github.io/MachineLearning/doc/pub/LogReg/html/LogReg.html}}{Logistic Regression}. @@ -243,6 +245,15 @@ You can compare your own results with those obtained using \textbf{scikit-learn}. +As stated in the introduction, it can also be useful to study other datasets. In particular, when developing your own Logistic Regression code for classification problems, the so-called \ +Wisconsin Cancer data (which is a binary problem, benign or malignant tumors) may be studied. You find more \ +information about this at the \href{{https://scikit-learn.org/stable/modules/generated/sklearn\ +.datasets.load_breast_cancer.html}}{Scikit-Learn site} or at the "University of California at Irvine":"https://archive.ics.uci.e\ +du/ml/datasets/breast+cancer+wisconsin+(original)". The \href{{https://compphysics.github.io/MachineLearning/doc/pub/DimRed/html/DimR\ +ed.html}}{lecture slides on dimensionality reduction have sev\ +eral code examples on this data set}. + + \paragraph{Part c): Writing your own Neural Network code.} Your aim now, and this is the central part of this project, is to write to your own Feed Forward Neural Network code implementing the back diff --git a/doc/Projects/2019/Project2/pdf/Project2.pdf b/doc/Projects/2019/Project2/pdf/Project2.pdf index 98f2236ff26f2023fad4d5103bfdf6fea37a87fe..60975a89af2f274183f818d90866ac45d16274d3 100644 GIT binary patch delta 57891 zcmZs?Lv$s8wyqo7wr#s&+o;&KlS)=>+qRvGZKGn_S~2h56> z#B$qk&!8vm+$U04DEjlO8-tSJQ~ftJuBYY^#?MJNB4klto>!4|F>Z&x z9i7V7LF)ng9SLYh2{NEAW;<9qt+F4~KHq1>gkIVbfeU}kg!kZW=w7Ai{yxd&9 zf091p^ZIx7p83#=mc|GJe;-lMBSC_#60Kn0QzyP5w65X!SpgTNY;ddQ2u;Zk|<>_rKVAxW4D6nT2`^)S-Y>48;6Mv_p#XRBfOJa`y> zV{OIjwH8cO=AHhylUbv1FkY0&JgL?2U+%Zm-M{H%kwT#1jwvRy8pcf_*E{$Vs4)S{ 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