diff --git a/docs/llm/llm_master_class.md b/docs/llm/llm_master_class.md
index fa89689..605f5d8 100644
--- a/docs/llm/llm_master_class.md
+++ b/docs/llm/llm_master_class.md
@@ -262,4 +262,39 @@ For practitioners and developers looking to maximize the efficacy of Large Langu
 - **User-Friendly Interfaces**: Develop or use interfaces that simplify the interaction with LLMs, making fine-tuning accessible to non-experts.
   - *Example*: "Create a user interface that abstracts complex parameter settings into simple sliders and toggles for ease of use."
 
-By mastering these technical components, users can fine-tune LLMs to perform a wide array of tasks, from generating technical documentation to composing creative literature, with precision and human-like acumen.
\ No newline at end of file
+By mastering these technical components, users can fine-tune LLMs to perform a wide array of tasks, from generating technical documentation to composing creative literature, with precision and human-like acumen.
+
+---
+
+\documentclass{beamer}
+
+% Use the metropolis theme for your presentation
+\usetheme{metropolis}
+
+\begin{document}
+
+\begin{frame}{Understanding LLMs}
+\begin{columns}[T] % align columns
+\begin{column}{.48\textwidth}
+  \textbf{LLM Fundamentals:}
+  \begin{itemize}
+    \item Define LLMs and their significance in AI.
+    \item Core Operations.
+    \item Basic Applications.
+    \item Evolution in AI.
+    \item Importance of Prompt Crafting.
+  \end{itemize}
+\end{column}%
+\hfill%
+\begin{column}{.48\textwidth}
+  \begin{figure}
+    \includegraphics[width=\linewidth]{llm_structure.png}
+    \caption{A diagram illustrating the structure of an LLM.}
+  \end{figure}
+\end{column}%
+\end{columns}
+\end{frame}
+
+% Repeat the structure for other slides
+
+\end{document}