Moved ML in year1

src/year1/machine-learning-and-data-mining/sections/_crisp.tex

@@ -0,0 +1,57 @@
+\chapter{CRISP-DM}
+
+\begin{description}
+    \item[\Acl{crisp}] \marginnote{\acs{crisp}}
+        Standardized process for data mining.
+        \begin{figure}[ht]
+            \centering
+            \includegraphics[width=0.45\textwidth]{img/crisp.png}
+            \caption{\ac{crisp} workflow}
+        \end{figure}
+\end{description}
+
+
+\section{Business understanding}
+\begin{itemize}
+    \item Determine the objective and the success criteria.
+    \marginnote{Business understanding}
+    \item Feasibility study.
+    \item Produce a plan.
+\end{itemize}
+
+\section{Data understanding}
+\begin{itemize}
+    \item Determine the available (raw) data.
+    \marginnote{Data understanding}
+    \item Determine the cost of the data.
+    \item Collect, describe, explore and verify data.
+\end{itemize}
+
+\section{Data preparation}
+\begin{itemize}
+    \item Data cleaning.
+    \marginnote{Data preparation}
+    \item Data transformations.
+\end{itemize}
+
+\section{Modeling}
+\begin{itemize}
+    \item Select modeling technique.
+    \marginnote{Modeling}
+    \item Build/train the model.
+\end{itemize}
+
+\section{Evaluation}
+\begin{itemize}
+    \item Evaluate results.
+    \marginnote{Evaluation}
+    \item Review process.
+\end{itemize}
+
+\section{Deployment}
+\begin{itemize}
+    \item Plan deployment.
+    \marginnote{Deployment}
+    \item Plan monitoring and maintenance.
+    \item Final report and review.
+\end{itemize}