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prezentacia/2.tex

@@ -41,20 +41,6 @@
   Výstupom je pravdepodobnostné rozdelenie cez triedy.
 \end{frame}
 
-\begin{frame}{Burn framework}
-  \begin{itemize}
-    \item Deep learning framework napísaný v Ruste
-    \item Cieľ: byť pre Rust tým, čím je PyTorch pre Python
-    \item Kľúčové vlastnosti:
-    \begin{itemize}
-      \item Backend-agnostický dizajn
-      \item Typová bezpečnosť v compile-time
-      \item Automatická diferenciácia (autodiff)
-      \item Podpora pre CPU, CUDA, WebGPU, \dots
-    \end{itemize}
-  \end{itemize}
-\end{frame}
-
 {
 \usebackgroundtemplate{
   \vbox to \paperheight{
@@ -131,7 +117,7 @@ type B = LibTorch;
   kompilátor to zastaví ešte pred spustením.
 \end{frame}
 
-\begin{frame}[fragile]{Ako vyzerá model v Burn}
+\begin{frame}[fragile]{Ako vyzerá model v Burn-e}
 \begin{lstlisting}[language=Rust, style=colouredRust]
 #[derive(Module)]
 pub struct MnistModel<B: Backend> {
@@ -139,7 +125,7 @@ pub struct MnistModel<B: Backend> {
     linear2: Linear<B>,
     activation: Relu,
 }
-\end{lstlisting}]
+\end{lstlisting}
   \vspace{0.5em}
   Derive makro \texttt{Module} automaticky vygeneruje:
   \begin{itemize}
@@ -160,7 +146,7 @@ fn forward(&self, x: Tensor<B, 2>) -> Tensor<B, 2> {
 
 \end{frame}
 
-\begin{frame}{Ako funguje autodiff v Burn}
+\begin{frame}{Ako funguje autodiff v Burn-e}
   Burn zabalí ľubovoľný backend do autodiff vrstvy:
   \vspace{0.5em}
   \begin{enumerate}

prezentacia/3.tex

@@ -1,195 +0,0 @@
-
-
-\begin{frame}[fragile]{Štruktúra nášho projektu}
-\begin{verbatim}
-.
-├── Cargo.toml        # závislosti (burn, clap, npyz, ...)
-├── mnist.npz         # dataset
-└── src/
-    ├── lib.rs        # modul deklarácie
-    ├── main.rs       # tréningová slučka, načítanie dát
-    └── model.rs      # parametre siete
-\end{verbatim}
-
-  \vspace{0.5em}
-  Celý projekt --- 3 súbory. Žiadne skripty, žiadny Python glue.
-\end{frame}
-
-\begin{frame}[fragile]{Definícia parametrov siete}
-\begin{verbatim}
-pub struct Parameters<B: Backend> {
-    pub w1: Tensor<B, 2>,  // [784, hidden]
-    pub b1: Tensor<B, 1>,  // [hidden]
-    pub w2: Tensor<B, 2>,  // [hidden, 10]
-    pub b2: Tensor<B, 1>,  // [10]
-}
-\end{verbatim}
-
-  \vspace{0.5em}
-  \begin{itemize}
-    \item Generický typ \texttt{B: Backend} --- funguje na akomkoľvek backendu
-    \item Rozmery tenzorov sú súčasťou typu (\texttt{Tensor<B, 2>})
-    \item Kompilátor zachytí chyby v rozmeroch ešte \textbf{pred spustením}
-  \end{itemize}
-\end{frame}
-
-\begin{frame}[fragile]{Inicializácia váh}
-\begin{verbatim}
-let w1 = random_tensor([784, hidden_size],
-                        0.1, seed, device);
-let b1 = Tensor::zeros([hidden_size], device);
-\end{verbatim}
-
-  \vspace{0.5em}
-  \begin{itemize}
-    \item Váhy: náhodné z $\mathcal{N}(0,\; 0.1)$
-    \item Biasy: inicializované na nulu
-    \item \texttt{device} určuje, kde žijú dáta (CPU/GPU)
-    \item Seed zabezpečuje \textbf{reprodukovateľnosť}
-  \end{itemize}
-\end{frame}
-
-\begin{frame}[fragile]{Načítanie MNIST dát}
-\begin{verbatim}
-fn load_mnist_items(path: &str, examples: usize)
-    -> Vec<(Vec<f32>, u8)>
-\end{verbatim}
-
-  \vspace{0.5em}
-  \begin{itemize}
-    \item Otvoríme \texttt{mnist.npz} ako ZIP archív
-    \item Načítame obrázky + labely z \texttt{.npy} súborov
-    \item Normalizujeme pixely: $[0, 255] \rightarrow [0.0, 1.0]$
-    \item Výstup: vektor párov \texttt{(obrázok, číslica)}
-  \end{itemize}
-
-  \vspace{0.5em}
-  Rustový typový systém garantuje, že dáta majú správny formát.
-\end{frame}
-
-\begin{frame}[fragile]{CLI parametre s Clap}
-\begin{verbatim}
-#[derive(Parser, Debug)]
-struct Args {
-    #[arg(long, default_value_t = 50)]
-    batch_size: usize,
-    #[arg(long, default_value_t = 0.1)]
-    learning_rate: f64,
-    #[arg(long, default_value_t = 10)]
-    epochs: usize,
-}
-\end{verbatim}
-
-  \vspace{0.5em}
-  Jeden derive makro --- automatický parsing, help text, validácia.
-
-  \texttt{cargo run -- --epochs 20 --learning-rate 0.01}
-\end{frame}
-
-\begin{frame}{Tréningová slučka --- logika}
-  Pre každú epochu:
-  \begin{enumerate}
-    \item Rozdeľ trénovacie dáta na \textbf{mini-batche}
-    \item Pre každý batch:
-    \begin{itemize}
-      \item Forward pass: $\hat{y} = \text{softmax}((\mathbf{x} \cdot W_1 + b_1)_{\text{ReLU}} \cdot W_2 + b_2)$
-      \item Spočítaj cross-entropy loss
-      \item Backpropagation: gradienty pre $W_1, b_1, W_2, b_2$
-      \item Update: $\theta \leftarrow \theta - \eta \cdot \nabla L$
-    \end{itemize}
-    \item Vyhodnoť presnosť na dev sete
-  \end{enumerate}
-\end{frame}
-
-\begin{frame}{Burn vs PyTorch --- porovnanie}
-  \begin{center}
-  \begin{tabular}{lcc}
-    \hline
-    \textbf{Vlastnosť} & \textbf{PyTorch} & \textbf{Burn} \\
-    \hline
-    Jazyk            & Python/C++  & Rust \\
-    Typová bezpečnosť & runtime     & compile-time \\
-    Pamäťová bezpečnosť & GC/manuálna & ownership \\
-    Backendy         & CUDA, CPU   & CUDA, CPU, WebGPU \\
-    Binárka          & $\sim$GB + Python & $\sim$MB standalone \\
-    Nasadenie        & zložité     & jeden binárny súbor \\
-    \hline
-  \end{tabular}
-  \end{center}
-\end{frame}
-
-\begin{frame}{Výhoda: Compile-time kontroly}
-  V PyTorchi:
-  \begin{itemize}
-    \item Chyba v rozmeroch $\rightarrow$ \texttt{RuntimeError} po minútach tréningu
-    \item Preklep v názve vrstvy $\rightarrow$ tichý bug
-  \end{itemize}
-
-  \vspace{0.5em}
-  V Burn/Ruste:
-  \begin{itemize}
-    \item Nesprávne rozmery $\rightarrow$ \textbf{kompilátor to nepustí}
-    \item Nepoužitá premenná, chýbajúci branch $\rightarrow$ warning/error
-    \item Žiadne \texttt{None} prekvapenia --- \texttt{Option<T>} treba ošetriť
-  \end{itemize}
-
-  \vspace{0.5em}
-  \textbf{Menej debugovania, viac istoty.}
-\end{frame}
-
-\begin{frame}{Výhoda: Nasadenie do produkcie}
-  \begin{itemize}
-    \item \texttt{cargo build --release} $\rightarrow$ jeden statický binárny súbor
-    \item Žiadny Python runtime, žiadne virtuálne prostredia
-    \item Možnosť kompilácie do WebAssembly $\rightarrow$ inferencia v prehliadači
-    \item Ideálne pre embedded, edge zariadenia, IoT
-  \end{itemize}
-
-  \vspace{0.5em}
-  \begin{center}
-    PyTorch model: Docker kontajner $\sim$2\,GB \\
-    Burn model: binárka $\sim$5\,MB
-  \end{center}
-\end{frame}
-
-\begin{frame}{Výhoda: Fearless concurrency}
-  \begin{itemize}
-    \item Rustový ownership systém zabraňuje data races \textbf{v compile-time}
-    \item Bezpečný multithreading pre data loading, augmentáciu
-    \item Parameter \texttt{--threads} v našom projekte
-    \item V Pythone: GIL (Global Interpreter Lock) blokuje paralelizmus
-  \end{itemize}
-\end{frame>
-
-\begin{frame}{Kedy použiť Burn?}
-  \textbf{Vhodné:}
-  \begin{itemize}
-    \item Nasadenie modelov do produkcie
-    \item Edge/embedded inferencia
-    \item Keď chcete maximálny výkon a bezpečnosť
-    \item Keď už poznáte Rust
-  \end{itemize}
-
-  \vspace{0.5em}
-  \textbf{Nevhodné (zatiaľ):}
-  \begin{itemize}
-    \item Rýchle prototypovanie --- Python je stále rýchlejší na experimenty
-    \item Ekosystém --- PyTorch má tisíce hotových modelov
-    \item Burn je stále mladý projekt (aktívny vývoj)
-  \end{itemize}
-\end{frame}
-
-\begin{frame}{Zhrnutie}
-  \begin{itemize}
-    \item Neurónové siete = vrstvy neurónov, učenie cez gradienty
-    \item \textbf{Burn} prináša deep learning do Rustu
-    \item Backend-agnostický, typovo bezpečný, production-ready
-    \item Náš projekt: MNIST klasifikátor v 3 súboroch
-    \item Rust + Burn = bezpečnosť + výkon + jednoduchosť nasadenia
-  \end{itemize}
-
-  \vspace{1em}
-  \begin{center}
-    \Large Ďakujem za pozornosť!
-  \end{center}
-\end{frame}

prezentacia/main.tex

@@ -98,18 +98,18 @@
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 \setbeamertemplate{footline}{
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+    \hbox{%
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prezentacia/main/main.aux

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prezentacia/main/main.log

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prezentacia/main/main.nav

@@ -24,10 +24,8 @@
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prezentacia/main/main.snm

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prezentacia/titulka.tex

@@ -22,7 +22,7 @@
 	    {
 	    \footnotesize\textcolor{black}{Filip Priečinský }}
     
-	    {\footnotesize\textcolor{black}{2025/2026 \hspace{0.5cm} Žilinská univerzita v Žiline - FRI}}
+	    {\footnotesize\textcolor{black}{2026 \hspace{0.5cm} Žilinská univerzita v Žiline - FRI}}
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