started LaTeX project
This commit is contained in:
parent
8d58788f1b
commit
f11e895caf
206
LaTeX/Final_Project_Loedige.tex
Normal file
206
LaTeX/Final_Project_Loedige.tex
Normal file
@ -0,0 +1,206 @@
|
||||
\documentclass[a4paper, 12pt, english]{article}
|
||||
|
||||
\usepackage[utf8]{inputenc}
|
||||
\usepackage[T1]{fontenc}
|
||||
\usepackage{listings}
|
||||
\usepackage{xcolor}
|
||||
\usepackage{hyperref}
|
||||
\usepackage{multicol}
|
||||
\usepackage{setspace}
|
||||
\usepackage{graphicx}
|
||||
|
||||
% allow deeeep lists
|
||||
\usepackage{enumitem}
|
||||
\setlistdepth{9}
|
||||
|
||||
\setlist[itemize,1]{label=$\bullet$}
|
||||
\setlist[itemize,2]{label=$\bullet$}
|
||||
\setlist[itemize,3]{label=$\bullet$}
|
||||
\setlist[itemize,4]{label=$\bullet$}
|
||||
\setlist[itemize,5]{label=$\bullet$}
|
||||
\setlist[itemize,6]{label=$\bullet$}
|
||||
\setlist[itemize,7]{label=$\bullet$}
|
||||
\setlist[itemize,8]{label=$\bullet$}
|
||||
\setlist[itemize,9]{label=$\bullet$}
|
||||
\renewlist{itemize}{itemize}{9}
|
||||
|
||||
\setlist[enumerate,1]{label=$\arabic*.$}
|
||||
\setlist[enumerate,2]{label=$\alph*.$}
|
||||
\setlist[enumerate,3]{label=$\roman*.$}
|
||||
\setlist[enumerate,4]{label=$\arabic*.$}
|
||||
\setlist[enumerate,5]{label=$\alpha*$}
|
||||
\setlist[enumerate,6]{label=$\roman*.$}
|
||||
\setlist[enumerate,7]{label=$\arabic*.$}
|
||||
\setlist[enumerate,8]{label=$\alph*.$}
|
||||
\setlist[enumerate,9]{label=$\roman*.$}
|
||||
\renewlist{enumerate}{enumerate}{9}
|
||||
|
||||
|
||||
\title{Intelligent World Informatics Lecture V\\ Final Project}
|
||||
\author{Paul Lödige \\ Student ID: 37-229753 \\ paul.loedige@student.kit.edu}
|
||||
|
||||
\makeatletter
|
||||
\newcommand*{\toccontents}{\@starttoc{toc}}
|
||||
\makeatother
|
||||
|
||||
\begin{document}
|
||||
\maketitle
|
||||
\toccontents
|
||||
|
||||
\section{Assignment}%
|
||||
\label{sec:Assignment}
|
||||
\begin{itemize}
|
||||
\item Define your own project
|
||||
\begin{itemize}
|
||||
\item Describe the task and the goal you would like to achieve
|
||||
\item Experiment on any public dataset provided by Tensorflow:
|
||||
\begin{itemize}
|
||||
\item Full list: \url{https://www.tensorflow.org/datasets/catalog/overview}
|
||||
\item Simple datasets: \url{https://www.tensorflow.org/api_docs/python/tf/keras/datasets}
|
||||
\end{itemize}
|
||||
\item Do one of the followings:
|
||||
\begin{enumerate}
|
||||
\item Apply two different deep learning techniques you learned from this class
|
||||
\begin{itemize}
|
||||
\item e.g.: Comparing Dense DNN vs RNN method on the same dataset (what pros and cons?)
|
||||
\item e.g.: Combining CNN and RNN on a dataset (why the combination is preferable?)
|
||||
\end{itemize}
|
||||
\item Apply transfer learning with two different base models
|
||||
\begin{itemize}
|
||||
\item Explain the reasons why the base models are reasonable choices.
|
||||
\item Survey on the internet with keywords
|
||||
such as “best model for imagenet/cifar10/mnist”, “tensorflow pre-trained models”, etc,
|
||||
to find the name of the model
|
||||
\item Download the base model through tensorflow
|
||||
\begin{itemize}
|
||||
\item Just like in the code, simply change the name of the base model.
|
||||
List of available base models in Tensorflow:
|
||||
\begin{itemize}
|
||||
\item \url{https://www.tensorflow.org/api_docs/python/tf/keras/applications}
|
||||
\end{itemize}
|
||||
\item Add layers, dropouts, use different learning rate, epoch, batch\_size, etc.
|
||||
\end{itemize}
|
||||
\end{itemize}
|
||||
\end{enumerate}
|
||||
\end{itemize}
|
||||
\end{itemize}
|
||||
|
||||
\subsection{Additional Details}%
|
||||
\label{sub:Additional Details}
|
||||
\begin{itemize}
|
||||
\item Write 1 $\sim 2$ page(s) (excluding the code) describing your project:
|
||||
\begin{itemize}
|
||||
\item Imagine the project as a kind of “mini research paper”
|
||||
\item What is the problem? What is your motivation?
|
||||
\item How are you solving them? What deep learning algorithms?
|
||||
\item Outline the experiment and test on the dataset.
|
||||
\item What are the results?
|
||||
\begin{itemize}
|
||||
\item Add at least 1 figure and insert your analysis
|
||||
\end{itemize}
|
||||
\item Attach the code at the end.
|
||||
\item Include your name, affiliation, student number,
|
||||
as well as your university e-mail address in case if we need to contact you for clarification
|
||||
\item Put all the above in a single PDF and upload to ITC-LMS
|
||||
\end{itemize}
|
||||
\end{itemize}
|
||||
|
||||
\subsection{How the project is graded}%
|
||||
\label{sub:How the project is graded}
|
||||
\begin{itemize}
|
||||
\item The purpose of the project is to make you familiar with machine learning experiments.
|
||||
\begin{itemize}
|
||||
\item Not intended to be a stressful project.
|
||||
\begin{itemize}
|
||||
\item So do not worry too much on achieving high accuracy, good parameter settings, etc
|
||||
\item Make sure to keep it simple
|
||||
\end{itemize}
|
||||
\end{itemize}
|
||||
\item What we would like to see:
|
||||
\begin{itemize}
|
||||
\item Clarity of the project description
|
||||
\item Relevance between the problem and the chosen approaches
|
||||
\item Appropriate input/output design and execution of the experiments
|
||||
\item Proper evaluation methods, figures and tables
|
||||
\item Easy to understand writings, informative comments on the code
|
||||
\end{itemize}
|
||||
\item Overall grade for this course : 70\% homeworks, 30\% final project
|
||||
\begin{itemize}
|
||||
\item Bonus points for helping each other on slack
|
||||
\begin{itemize}
|
||||
\item Feel free to discuss your final project on slack if you have troubles
|
||||
\end{itemize}
|
||||
\end{itemize}
|
||||
\end{itemize}
|
||||
\clearpage
|
||||
|
||||
%\section{Code}%
|
||||
%\label{sec:Code}
|
||||
|
||||
%\definecolor{mGreen}{rgb}{0,0.6,0}
|
||||
%\definecolor{mGray}{rgb}{0.5,0.5,0.5}
|
||||
%\definecolor{mPurple}{rgb}{0.58,0,0.82}
|
||||
%\definecolor{backgroundColour}{rgb}{0.95,0.95,0.92}
|
||||
%\lstset{
|
||||
%language=C,
|
||||
%backgroundcolor=\color{backgroundColour},
|
||||
%commentstyle=\color{mGreen},
|
||||
%keywordstyle=\color{magenta},
|
||||
%numberstyle=\tiny\color{mGray},
|
||||
%stringstyle=\color{mPurple},
|
||||
%basicstyle=\ttfamily\scriptsize,
|
||||
%breakatwhitespace=false,
|
||||
%breaklines=true,
|
||||
%captionpos=b,
|
||||
%keepspaces=true,
|
||||
%numbers=left,
|
||||
%firstnumber=0,
|
||||
%stepnumber=1,
|
||||
%numbersep=5pt,
|
||||
%showspaces=false,
|
||||
%showstringspaces=false,
|
||||
%showtabs=false,
|
||||
%tabsize=2,
|
||||
%literate={~}{{$\mathtt{\sim}$}}1
|
||||
%}
|
||||
%\lstset{literate=%
|
||||
%{Ö}{{\"O}}1
|
||||
%{Ä}{{\"A}}1
|
||||
%{Ü}{{\"U}}1
|
||||
%{ß}{{\ss}}2
|
||||
%{ü}{{\"u}}1
|
||||
%{ä}{{\"a}}1
|
||||
%{ö}{{\"o}}1
|
||||
%}
|
||||
|
||||
%\subsection{\texttt{vinput.c}}%
|
||||
%\label{sub:vinput_c}
|
||||
%\lstinputlisting{../Code/vinput.c}
|
||||
%\clearpage
|
||||
|
||||
%\subsection{\texttt{vinput.h}}%
|
||||
%\label{sub:vinput_h}
|
||||
%\lstinputlisting{../Code/vinput.h}
|
||||
%\clearpage
|
||||
|
||||
%\subsection{\texttt{vkbd.c}}%
|
||||
%\label{sub:vkbd}
|
||||
%\lstinputlisting{../Code/vkbd.c}
|
||||
%\clearpage
|
||||
|
||||
%\section{Output}%
|
||||
%\label{sec:Output}
|
||||
|
||||
%\subsection{Shell Script for compiling and running}%
|
||||
%\label{sub:Shell Script for compiling and running}
|
||||
%\includegraphics[width=\textwidth]{run_sh.png}
|
||||
|
||||
%\subsection{Terminal Screenshot}%
|
||||
%\label{sub:Terminal Screenshot}
|
||||
%\includegraphics[width=\textwidth]{executing_screenshot.png}
|
||||
|
||||
%\subsection{\texttt{output.txt}}%
|
||||
%\label{sub:output_txt}
|
||||
%\includegraphics[width=\textwidth]{output_txt.png}
|
||||
|
||||
\end{document}
|
||||
Loading…
x
Reference in New Issue
Block a user