src/embeddingbuddy/app.py

@@ -16,11 +16,42 @@ def create_app():
 
     app = dash.Dash(
         __name__,
+        title="EmbeddingBuddy",
         external_stylesheets=[
             dbc.themes.BOOTSTRAP,
             "https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css",
         ],
         assets_folder=assets_path,
+        meta_tags=[
+            {
+                "name": "description",
+                "content": "Interactive embedding visualization tool for exploring high-dimensional vectors through dimensionality reduction techniques like PCA, t-SNE, and UMAP."
+            },
+            {
+                "name": "author",
+                "content": "EmbeddingBuddy"
+            },
+            {
+                "name": "keywords",
+                "content": "embeddings, visualization, dimensionality reduction, PCA, t-SNE, UMAP, machine learning, data science"
+            },
+            {
+                "name": "viewport",
+                "content": "width=device-width, initial-scale=1.0"
+            },
+            {
+                "property": "og:title",
+                "content": "EmbeddingBuddy - Interactive Embedding Visualization"
+            },
+            {
+                "property": "og:description",
+                "content": "Explore and visualize embedding vectors through interactive 2D/3D plots with multiple dimensionality reduction techniques."
+            },
+            {
+                "property": "og:type",
+                "content": "website"
+            }
+        ],
     )
 
     # Allow callbacks to components that are dynamically created in tabs

src/embeddingbuddy/ui/callbacks/interactions.py

@@ -7,6 +7,16 @@ class InteractionCallbacks:
         self._register_callbacks()
 
     def _register_callbacks(self):
+        @callback(
+            Output("about-modal", "is_open"),
+            [Input("about-button", "n_clicks"), Input("about-modal-close", "n_clicks")],
+            prevent_initial_call=True,
+        )
+        def toggle_about_modal(about_clicks, close_clicks):
+            if about_clicks or close_clicks:
+                return True if about_clicks else False
+            return False
+
         @callback(
             [
                 Output("processed-data", "data", allow_duplicate=True),

src/embeddingbuddy/ui/components/about.py

@@ -0,0 +1,69 @@
+from dash import html, dcc
+import dash_bootstrap_components as dbc
+
+
+class AboutComponent:
+    def _get_about_content(self):
+        return """
+# 🔍 Interactive Embedding Visualization
+
+EmbeddingBuddy is a modular Python Dash web application for interactive exploration and visualization of embedding vectors through dimensionality reduction techniques (PCA, t-SNE, UMAP).
+
+## ✨ Features
+
+- Drag-and-drop NDJSON file upload
+- Multiple dimensionality reduction algorithms
+- 2D/3D interactive plots with Plotly
+- Color coding by categories, subcategories, or tags
+- In-browser embedding generation
+- OpenSearch integration for data loading
+
+## 🔧 Supported Algorithms
+
+- **PCA** (Principal Component Analysis)
+- **t-SNE** (t-Distributed Stochastic Neighbor Embedding)
+- **UMAP** (Uniform Manifold Approximation and Projection)
+
+---
+
+📂 [View on GitHub](https://github.com/godber/EmbeddingBuddy)
+
+*Built with: Python, Dash, Plotly, scikit-learn, OpenTSNE, UMAP*
+        """.strip()
+
+    def create_about_modal(self):
+        return dbc.Modal(
+            [
+                dbc.ModalHeader(
+                    dbc.ModalTitle("About EmbeddingBuddy"),
+                    close_button=True,
+                ),
+                dbc.ModalBody([
+                    dcc.Markdown(
+                        self._get_about_content(),
+                        className="mb-0"
+                    )
+                ]),
+                dbc.ModalFooter([
+                    dbc.Button(
+                        "Close",
+                        id="about-modal-close",
+                        color="secondary",
+                        n_clicks=0
+                    )
+                ]),
+            ],
+            id="about-modal",
+            is_open=False,
+            size="lg",
+        )
+
+    def create_about_button(self):
+        return dbc.Button(
+            [html.I(className="fas fa-info-circle me-2"), "About"],
+            id="about-button",
+            color="outline-info",
+            size="sm",
+            n_clicks=0,
+            className="ms-2"
+        )

src/embeddingbuddy/ui/layout.py

@@ -1,16 +1,19 @@
 from dash import dcc, html
 import dash_bootstrap_components as dbc
 from .components.sidebar import SidebarComponent
+from .components.about import AboutComponent
 
 
 class AppLayout:
     def __init__(self):
         self.sidebar = SidebarComponent()
+        self.about = AboutComponent()
 
     def create_layout(self):
         return dbc.Container(
             [self._create_header(), self._create_main_content()]
-            + self._create_stores(),
+            + self._create_stores()
+            + [self.about.create_about_modal()],
             fluid=True,
         )
 
@@ -19,7 +22,16 @@ class AppLayout:
             [
                 dbc.Col(
                     [
-                        html.H1("EmbeddingBuddy", className="text-center mb-4"),
+                        html.Div(
+                            [
+                                html.H1("EmbeddingBuddy", className="text-center mb-4 d-inline"),
+                                html.Div(
+                                    [self.about.create_about_button()],
+                                    className="float-end"
+                                ),
+                            ],
+                            className="d-flex justify-content-between align-items-center"
+                        ),
                         # Load Transformers.js from CDN
                         html.Script(
                             """