diff --git a/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/main.aux b/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/main.aux index 954829e7e..f1e77d73c 100644 --- a/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/main.aux +++ b/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/main.aux @@ -1,3 +1,34 @@ \relax \@nameuse{bbl@beforestart} \babel@aux{english}{} +\@writefile{toc}{\contentsline {section}{\numberline {1}Lecture 1 - 09-03-2020}{2}\protected@file@percent } +\@writefile{toc}{\contentsline {subsection}{\numberline {1.1}Introduction}{2}\protected@file@percent } +\@writefile{toc}{\contentsline {section}{\numberline {2}Lecture 2 - 07-04-2020}{5}\protected@file@percent } +\@writefile{toc}{\contentsline {subsection}{\numberline {2.1}Argomento}{5}\protected@file@percent } +\@writefile{toc}{\contentsline {subsection}{\numberline {2.2}Loss}{5}\protected@file@percent } +\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.2.1}Absolute Loss}{5}\protected@file@percent } +\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.2.2}Square Loss}{6}\protected@file@percent } +\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.2.3}Example of information of square loss}{6}\protected@file@percent } +\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.2.4}labels and losses}{8}\protected@file@percent } +\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.2.5}Example TF(idf) documents encoding}{9}\protected@file@percent } +\@writefile{toc}{\contentsline {section}{\numberline {3}Lecture 3 - 07-04-2020}{11}\protected@file@percent } +\@writefile{toc}{\contentsline {subsection}{\numberline {3.1}Overfitting}{13}\protected@file@percent } +\@writefile{toc}{\contentsline {subsubsection}{\numberline {3.1.1}Noise in the data}{13}\protected@file@percent } +\@writefile{toc}{\contentsline {subsection}{\numberline {3.2}Underfitting}{15}\protected@file@percent } +\@writefile{toc}{\contentsline {subsection}{\numberline {3.3}Nearest neighbour}{15}\protected@file@percent } +\@writefile{toc}{\contentsline {section}{\numberline {4}Lecture 4 - 07-04-2020}{17}\protected@file@percent } +\@writefile{toc}{\contentsline {subsection}{\numberline {4.1}Computing $h_{NN}$}{17}\protected@file@percent } +\@writefile{toc}{\contentsline {subsection}{\numberline {4.2}Tree Predictor}{18}\protected@file@percent } +\@writefile{toc}{\contentsline {section}{\numberline {5}Lecture 5 - 07-04-2020}{21}\protected@file@percent } +\@writefile{toc}{\contentsline {subsection}{\numberline {5.1}Tree Classifier}{21}\protected@file@percent } +\@writefile{toc}{\contentsline {subsection}{\numberline {5.2}Jensen’s inequality}{22}\protected@file@percent } +\@writefile{toc}{\contentsline {subsection}{\numberline {5.3}Tree Predictor}{24}\protected@file@percent } +\@writefile{toc}{\contentsline {subsection}{\numberline {5.4}Statistical model for Machine Learning}{25}\protected@file@percent } +\@writefile{toc}{\contentsline {section}{\numberline {6}Lecture 6 - 07-04-2020}{27}\protected@file@percent } +\@writefile{toc}{\contentsline {section}{\numberline {7}Lecture 7 - 07-04-2020}{28}\protected@file@percent } +\@writefile{toc}{\contentsline {section}{\numberline {8}Lecture 8 - 07-04-2020}{29}\protected@file@percent } +\@writefile{toc}{\contentsline {section}{\numberline {9}Lecture 9 - 07-04-2020}{30}\protected@file@percent } +\@writefile{toc}{\contentsline {section}{\numberline {10}Lecture 10 - 07-04-2020}{31}\protected@file@percent } +\@writefile{toc}{\contentsline {subsection}{\numberline {10.1}TO BE DEFINE}{31}\protected@file@percent } +\bibstyle{abbrv} +\bibdata{main} diff --git a/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/main.dvi b/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/main.dvi index 2274aa42f..d8d3eced5 100644 Binary files a/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/main.dvi and b/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/main.dvi differ diff --git a/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/main.log b/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/main.log index e34917ae2..1833f5a99 100644 --- a/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/main.log +++ b/1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/main.log @@ -1,4 +1,4 @@ -This is XeTeX, Version 3.14159265-2.6-0.999992 (MiKTeX 2.9.7380 64-bit) (preloaded format=xelatex 2020.4.12) 12 APR 2020 21:59 +This is pdfTeX, Version 3.14159265-2.6-1.40.21 (MiKTeX 2.9.7380 64-bit) (preloaded format=latex 2020.4.11) 12 APR 2020 22:01 entering extended mode **./main.tex (main.tex @@ -9,14 +9,14 @@ Document Class: article 2019/12/20 v1.4l Standard LaTeX document class ("C:\Program Files\MiKTeX 2.9\tex/latex/base\size12.clo" File: size12.clo 2019/12/20 v1.4l Standard LaTeX file (size option) ) -\c@part=\count163 -\c@section=\count164 -\c@subsection=\count165 -\c@subsubsection=\count166 -\c@paragraph=\count167 -\c@subparagraph=\count168 -\c@figure=\count169 -\c@table=\count170 +\c@part=\count167 +\c@section=\count168 +\c@subsection=\count169 +\c@subsubsection=\count170 +\c@paragraph=\count171 +\c@subparagraph=\count172 +\c@figure=\count173 +\c@table=\count174 \abovecaptionskip=\skip47 \belowcaptionskip=\skip48 \bibindent=\dimen134 @@ -41,13 +41,13 @@ Package: amsbsy 1999/11/29 v1.2d Bold Symbols ("C:\Program Files\MiKTeX 2.9\tex/latex/amsmath\amsopn.sty" Package: amsopn 2016/03/08 v2.02 operator names ) -\inf@bad=\count171 +\inf@bad=\count175 LaTeX Info: Redefining \frac on input line 227. -\uproot@=\count172 -\leftroot@=\count173 +\uproot@=\count176 +\leftroot@=\count177 LaTeX Info: Redefining \overline on input line 389. -\classnum@=\count174 -\DOTSCASE@=\count175 +\classnum@=\count178 +\DOTSCASE@=\count179 LaTeX Info: Redefining \ldots on input line 486. 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{section}{\numberline {1}Lecture 1 - 09-03-2020}{2}% +\contentsline {subsection}{\numberline {1.1}Introduction}{2}% +\contentsline {section}{\numberline {2}Lecture 2 - 07-04-2020}{5}% +\contentsline {subsection}{\numberline {2.1}Argomento}{5}% +\contentsline {subsection}{\numberline {2.2}Loss}{5}% +\contentsline {subsubsection}{\numberline {2.2.1}Absolute Loss}{5}% +\contentsline {subsubsection}{\numberline {2.2.2}Square Loss}{6}% +\contentsline {subsubsection}{\numberline {2.2.3}Example of information of square loss}{6}% +\contentsline {subsubsection}{\numberline {2.2.4}labels and losses}{8}% +\contentsline {subsubsection}{\numberline {2.2.5}Example TF(idf) documents encoding}{9}% +\contentsline {section}{\numberline {3}Lecture 3 - 07-04-2020}{11}% +\contentsline {subsection}{\numberline {3.1}Overfitting}{13}% +\contentsline {subsubsection}{\numberline {3.1.1}Noise in the data}{13}% +\contentsline {subsection}{\numberline {3.2}Underfitting}{15}% +\contentsline {subsection}{\numberline {3.3}Nearest neighbour}{15}% +\contentsline {section}{\numberline {4}Lecture 4 - 07-04-2020}{17}% +\contentsline {subsection}{\numberline {4.1}Computing $h_{NN}$}{17}% +\contentsline {subsection}{\numberline {4.2}Tree Predictor}{18}% +\contentsline {section}{\numberline {5}Lecture 5 - 07-04-2020}{21}% +\contentsline {subsection}{\numberline {5.1}Tree Classifier}{21}% +\contentsline {subsection}{\numberline {5.2}Jensen’s inequality}{22}% +\contentsline {subsection}{\numberline {5.3}Tree Predictor}{24}% +\contentsline {subsection}{\numberline {5.4}Statistical model for Machine Learning}{25}% +\contentsline {section}{\numberline {6}Lecture 6 - 07-04-2020}{27}% +\contentsline {section}{\numberline {7}Lecture 7 - 07-04-2020}{28}% +\contentsline {section}{\numberline {8}Lecture 8 - 07-04-2020}{29}% +\contentsline {section}{\numberline {9}Lecture 9 - 07-04-2020}{30}% +\contentsline {section}{\numberline {10}Lecture 10 - 07-04-2020}{31}% +\contentsline {subsection}{\numberline {10.1}TO BE DEFINE}{31}%