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update title, chapter colour..
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\chapter{Lecture 1 - 09-03-2020}
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\section{Lecture 1 - 09-03-2020}
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\subsection{Introduction}
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\section{Introduction}
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This is time for all good men to come to the aid of their party!
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MACHINE LEARNING
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\section{Lecture 10 - 07-04-2020}
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\documentclass[../main.tex]{subfiles}
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\begin{document}
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\section{Lecture 2 - 07-04-2020}
|
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\chapter{Lecture 2 - 07-04-2020}
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||||
\subsection{Argomento}
|
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\section{Argomento}
|
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Classification tasks\\
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Semantic label space Y\\
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Categorization Y finite and\\ small
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@ -27,8 +27,8 @@ $
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Losses for regression?\\
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$y$, and $\hat{y} \in \barra{R}$, \\so they are numbers!\\
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One example of loss is the absolute loss: absolute difference between numbers\\
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\subsection{Loss}
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\subsubsection{Absolute Loss}
|
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\section{Loss}
|
||||
\subsection{Absolute Loss}
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$$\ell(y,\hat{y} = | y - \hat{y} | \Rightarrow absolute \quad loss\\ $$
|
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--- DISEGNO ---\\\\
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Some inconvenient properties:
|
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@ -38,7 +38,7 @@ Some inconvenient properties:
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|||
\item Derivative only two values (not much informations)
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\end{itemize}
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\subsubsection{Square Loss}
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\subsection{Square Loss}
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$$ \ell(y,\hat{y} = ( y - \hat{y} )^2 \Rightarrow \textit{square loss}\\$$
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-- DISEGNO ---\\
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Derivative :
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@ -50,7 +50,7 @@ Real numbers as label $\rightarrow$ regression.\\
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Whenever taking difference between two prediction make sense (value are numbers) then we are talking about regression problem.\\
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Classification as categorization when we have small finite set.\\\\
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\subsubsection{Example of information of square loss}
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\subsection{Example of information of square loss}
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$\ell(y,\hat{y}) = ( y - \hat{y} )^2 = F(y)
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\\
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@ -106,7 +106,7 @@ $
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The algorithm will be punish high more the prediction is not real. Algorithm will not get 0 and 1 because for example is impossible to get a perfect prediction.\\
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This loss is useful to give this information to the algorithm.\\\\
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Now we talk about labels and losses\\
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\subsubsection{labels and losses}
|
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\subsection{labels and losses}
|
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Data points: they have some semantic labels that denote some true about this data points and we want to predict this labels.\\
|
||||
We need to define what data points are: number? Strings? File? Typically they are stored in database records \\
|
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They can have very precise structure or more homogeneously structured \\
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@ -154,7 +154,7 @@ There is a way to encode a set of documents in point in a fixed dimensional
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space in such way it make sense this coordinate are comparable.\\
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I can represent fields with [0,1] for Neural network for example. But they have no geometrical meaning\\
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\subsubsection{Example TF(idf) documents encoding}
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\subsection{Example TF(idf) documents encoding}
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TF encoding of docs.
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\begin{enumerate}
|
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\item Extract where all the words from docs
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@ -1,7 +1,7 @@
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|||
\documentclass[../main.tex]{subfiles}
|
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||||
\begin{document}
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||||
\section{Lecture 3 - 07-04-2020}
|
||||
\chapter{Lecture 3 - 07-04-2020}
|
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Data point x represented as sequences of measurement and we called this
|
||||
measurements features or attributes.\\
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$$ x = (x_1,..., x_d) \qquad x_1 \quad \textit{feature value}
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@ -74,7 +74,7 @@ which we can avoid this to happen by design:
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We want when we run ERM choosing a good predictor with ...... PD\\\\
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\subsection{Overfitting}
|
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\section{Overfitting}
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||||
We called this as overfitting: specific situation in which ‘A’ (where A is the
|
||||
learning algorithm) overfits if f output by A tends to have a training error much
|
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smaller than the test error.\\
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@ -84,7 +84,7 @@ Minimising training error doesn’t mean minimising test error. Overfitting is b
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Why this happens?\\
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||||
This happen because we have \textbf{noise in the data}\\
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\subsubsection{Noise in the data}
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\subsection{Noise in the data}
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Noise in the data: $y_t$ is not deterministically associated with $x_i$.\\\\
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Could be that datapoint appears more times in the same test set.
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@ -160,7 +160,7 @@ define which predictor is good.\\
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\subsection{Underfitting}
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\section{Underfitting}
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||||
‘A’ underfits when f output by A has training error close to test error but they
|
||||
are both large.\\
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Close error test and training error is good but the are both large.
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@ -183,7 +183,7 @@ $$
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m >> ln |F| \qquad when \quad |F| < \infty \textit{\\ where m is the size of traning set}
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$$
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\\
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\subsection{Nearest neighbour}
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\section{Nearest neighbour}
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||||
This is completely different from ERM and is one of the first learning
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algorithm. This exploit the geometry of the data.
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\documentclass[../main.tex]{subfiles}
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\section{Lecture 4 - 07-04-2020}
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\chapter{Lecture 4 - 07-04-2020}
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||||
We spoke about Knn classifier with voronoi diagram
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@ -11,7 +11,7 @@ $$
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\\
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$\hnn$ predictor needs to store entire dataset.
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\\
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\subsection{Computing $\hnn$}
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\section{Computing $\hnn$}
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\\
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$$
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\\
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\end{itemize}
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\section{Tree Predictor}
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Loading…
Reference in New Issue
Block a user