diff --git a/.idea/google-java-format.xml b/.idea/google-java-format.xml
new file mode 100644
index 0000000..2aa056d
--- /dev/null
+++ b/.idea/google-java-format.xml
@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="GoogleJavaFormatSettings">
+    <option name="enabled" value="false" />
+  </component>
+</project>
\ No newline at end of file
diff --git a/.idea/gradle.xml b/.idea/gradle.xml
index ce1c62c..1cbcde6 100644
--- a/.idea/gradle.xml
+++ b/.idea/gradle.xml
@@ -5,6 +5,7 @@
     <option name="linkedExternalProjectsSettings">
       <GradleProjectSettings>
         <option name="externalProjectPath" value="$PROJECT_DIR$" />
+        <option name="gradleJvm" value="corretto-21" />
         <option name="modules">
           <set>
             <option value="$PROJECT_DIR$" />
diff --git a/.idea/misc.xml b/.idea/misc.xml
index 7b269bb..e1c3f7e 100644
--- a/.idea/misc.xml
+++ b/.idea/misc.xml
@@ -4,7 +4,7 @@
   <component name="FrameworkDetectionExcludesConfiguration">
     <file type="web" url="file://$PROJECT_DIR$" />
   </component>
-  <component name="ProjectRootManager" version="2" languageLevel="JDK_17" project-jdk-name="21" project-jdk-type="JavaSDK">
+  <component name="ProjectRootManager" version="2" languageLevel="JDK_17" project-jdk-name="corretto-21" project-jdk-type="JavaSDK">
     <output url="file://$PROJECT_DIR$/out" />
   </component>
 </project>
\ No newline at end of file
diff --git a/build.gradle b/build.gradle
index cc4e76f..465e3cd 100644
--- a/build.gradle
+++ b/build.gradle
@@ -25,7 +25,7 @@ tasks.withType(JavaCompile) {
 
 application {
   mainModule = 'com.nuculabs.dev.imagetagger.ui'
-  mainClass = 'com.nuculabs.dev.imagetagger.ui.MainApplication'
+  mainClass = 'com.nuculabs.dev.imagetagger.ui.MainPage'
 }
 kotlin {
   jvmToolchain( 17 )
diff --git a/src/main/kotlin/com/nuculabs/dev/imagetagger/ui/HelloController.kt b/src/main/kotlin/com/nuculabs/dev/imagetagger/ui/HelloController.kt
deleted file mode 100644
index fa1a337..0000000
--- a/src/main/kotlin/com/nuculabs/dev/imagetagger/ui/HelloController.kt
+++ /dev/null
@@ -1,19 +0,0 @@
-package com.nuculabs.dev.imagetagger.ui
-
-import com.nuculabs.dev.imagetagger.tag_prediction.ImageTagsPrediction
-import javafx.fxml.FXML
-import javafx.scene.control.Label
-import java.io.File
-
-class HelloController {
-    @FXML
-    private lateinit var welcomeText: Label
-
-    @FXML
-    private fun onHelloButtonClick() {
-        val imageTagsPrediction = ImageTagsPrediction.getInstance()
-        val testTags = imageTagsPrediction.predictTags(File("/home/denis/Pictures/not_in_train/0a1a1e8bafbcdb00d34d87f35f0f4b9f.jpg").inputStream())
-
-        welcomeText.text = testTags.joinToString { it }
-    }
-}
\ No newline at end of file
diff --git a/src/main/kotlin/com/nuculabs/dev/imagetagger/ui/MainApplication.kt b/src/main/kotlin/com/nuculabs/dev/imagetagger/ui/MainPage.kt
similarity index 73%
rename from src/main/kotlin/com/nuculabs/dev/imagetagger/ui/MainApplication.kt
rename to src/main/kotlin/com/nuculabs/dev/imagetagger/ui/MainPage.kt
index ce5fa1e..f7b76ec 100644
--- a/src/main/kotlin/com/nuculabs/dev/imagetagger/ui/MainApplication.kt
+++ b/src/main/kotlin/com/nuculabs/dev/imagetagger/ui/MainPage.kt
@@ -6,11 +6,11 @@ import javafx.fxml.FXMLLoader
 import javafx.scene.Scene
 import javafx.stage.Stage
 
-class MainApplication : Application() {
+class MainPage : Application() {
     override fun start(stage: Stage) {
         ImageTagsPrediction.getInstance()
 
-        val fxmlLoader = FXMLLoader(MainApplication::class.java.getResource("main-window-view.fxml"))
+        val fxmlLoader = FXMLLoader(MainPage::class.java.getResource("main-window-view.fxml"))
         val scene = Scene(fxmlLoader.load(), 640.0, 760.0)
         stage.title = "Image Tagger"
         stage.scene = scene
@@ -21,5 +21,5 @@ class MainApplication : Application() {
 }
 
 fun main() {
-    Application.launch(MainApplication::class.java)
+    Application.launch(MainPage::class.java)
 }
\ No newline at end of file
diff --git a/src/main/kotlin/com/nuculabs/dev/imagetagger/ui/MainPageController.kt b/src/main/kotlin/com/nuculabs/dev/imagetagger/ui/MainPageController.kt
new file mode 100644
index 0000000..78683f3
--- /dev/null
+++ b/src/main/kotlin/com/nuculabs/dev/imagetagger/ui/MainPageController.kt
@@ -0,0 +1,62 @@
+package com.nuculabs.dev.imagetagger.ui
+
+import com.nuculabs.dev.imagetagger.tag_prediction.ImageTagsPrediction
+import com.nuculabs.dev.imagetagger.ui.controls.ImageTagsEntry
+import javafx.application.Platform
+import javafx.fxml.FXML
+import javafx.scene.control.Label
+import javafx.scene.control.Separator
+import javafx.scene.layout.VBox
+import javafx.stage.FileChooser
+import java.io.File
+import java.util.logging.Logger
+import javax.imageio.ImageIO
+
+
+class MainPageController {
+    private val logger: Logger = Logger.getLogger("InfoLogging")
+
+    @FXML
+    private lateinit var verticalBox: VBox
+
+    @FXML
+    private lateinit var statusLabel: Label
+
+    /**
+     * Prompts the user to select files then predicts tags for the selected image files.
+     */
+    @FXML
+    private fun onTagImagesButtonClick() {
+        val imageTagsPrediction = ImageTagsPrediction.getInstance()
+
+        val fileChooser = FileChooser()
+        fileChooser.title = "Choose images"
+        val filePaths = fileChooser.showOpenMultipleDialog(null) ?: return
+
+        statusLabel.isVisible = true
+
+        // Create a new thread to predict the images.
+        val thread = Thread {
+            try {
+                for (filePath in filePaths) {
+                    // Get predictions for the image.
+                    val imageFile = ImageIO.read(File(filePath.absolutePath))
+                    val tags: List<String> = imageTagsPrediction.predictTags(imageFile)
+                    Platform.runLater {
+                        // Add image and prediction to the view.
+                        verticalBox.children.add(
+                            Label("${filePath.name} - $tags")
+                        )
+                        verticalBox.children.add(Separator())
+                    }
+                }
+                Platform.runLater {
+                    statusLabel.setVisible(false)
+                }
+            } catch (e: Exception) {
+                logger.warning("Error while predicting images $e")
+            }
+        }
+        thread.start()
+    }
+}
\ No newline at end of file
diff --git a/src/main/kotlin/com/nuculabs/dev/imagetagger/ui/controls/ImageTagsEntry.kt b/src/main/kotlin/com/nuculabs/dev/imagetagger/ui/controls/ImageTagsEntry.kt
new file mode 100644
index 0000000..ccd308e
--- /dev/null
+++ b/src/main/kotlin/com/nuculabs/dev/imagetagger/ui/controls/ImageTagsEntry.kt
@@ -0,0 +1,67 @@
+package com.nuculabs.dev.imagetagger.ui.controls
+import javafx.fxml.FXML
+import javafx.fxml.FXMLLoader
+import javafx.scene.control.TextArea
+import javafx.scene.image.Image
+import javafx.scene.image.ImageView
+import javafx.scene.layout.HBox
+import java.io.IOException
+
+/**
+ * This class is used to create a custom control for the image prediction entry.
+ */
+class ImageTagsEntry(imagePath: String, predictions: List<String>) : HBox() {
+    /**
+     * The image view for the image prediction entry.
+     */
+    @FXML
+    private lateinit var imageView: ImageView
+
+    /**
+     * The text area for the image prediction entry.
+     */
+    @FXML
+    private lateinit var predictedImageTags: TextArea
+
+    /**
+     * Constructor for the image prediction entry.
+     *
+     * @param imagePath   The image path.
+     * @param predictions The prediction list.
+     */
+    init {
+        val fxmlLoader = FXMLLoader(ImageTagsEntry::class.java.getResource("/controls/image-tags-entry.fxml"))
+        fxmlLoader.setRoot(this)
+        fxmlLoader.setController(this)
+
+        try {
+            fxmlLoader.load<Any>()
+        } catch (exception: IOException) {
+            throw RuntimeException(exception)
+        }
+
+        setImage(imagePath)
+        setText(predictions)
+    }
+
+    /**
+     * Getter for the image view.
+     *
+     * @param predictions The prediction list.
+     */
+    fun setText(predictions: List<String>) {
+        predictedImageTags.text =  predictions.joinToString { it }
+    }
+
+    /**
+     * Setter for setting the image.
+     */
+    fun setImage(imagePath: String?) {
+        imageView.image = Image(imagePath)
+        imageView.resize(244.0, 244.0)
+        imageView.fitHeight = 244.0
+        imageView.fitWidth = 244.0
+        imageView.isSmooth = true
+        imageView.isCache = true
+    }
+}
\ No newline at end of file
diff --git a/src/main/resources/com/nuculabs/dev/imagetagger/ui/controls/image-tags-entry.fxml b/src/main/resources/com/nuculabs/dev/imagetagger/ui/controls/image-tags-entry.fxml
new file mode 100644
index 0000000..b92d002
--- /dev/null
+++ b/src/main/resources/com/nuculabs/dev/imagetagger/ui/controls/image-tags-entry.fxml
@@ -0,0 +1,22 @@
+<?xml version="1.0" encoding="UTF-8"?>
+
+<?import javafx.scene.control.*?>
+<?import javafx.scene.layout.*?>
+<?import javafx.geometry.Insets?>
+
+<?import javafx.scene.image.ImageView?>
+<fx:root type="javafx.scene.layout.HBox" xmlns:fx="http://javafx.com/fxml">
+    <padding>
+        <Insets bottom="5.0" left="5.0" right="5.0" top="5.0"/>
+    </padding>
+    <HBox>
+        <ImageView fx:id="imageView" />
+        <VBox>
+            <padding>
+                <Insets bottom="5.0" left="5.0" right="5.0" top="5.0"/>
+            </padding>
+            <Label text="Predicted tags:"/>
+            <TextArea fx:id="predictedImageTags" editable="false" wrapText="true" prefColumnCount="23"/>
+        </VBox>
+    </HBox>
+</fx:root>
\ No newline at end of file
diff --git a/src/main/resources/com/nuculabs/dev/imagetagger/ui/main-window-view.fxml b/src/main/resources/com/nuculabs/dev/imagetagger/ui/main-window-view.fxml
index 3940bc7..9bc1e66 100644
--- a/src/main/resources/com/nuculabs/dev/imagetagger/ui/main-window-view.fxml
+++ b/src/main/resources/com/nuculabs/dev/imagetagger/ui/main-window-view.fxml
@@ -1,16 +1,28 @@
 <?xml version="1.0" encoding="UTF-8"?>
 
-<?import javafx.geometry.Insets?>
-<?import javafx.scene.control.Label?>
-<?import javafx.scene.layout.VBox?>
+<?import javafx.geometry.*?>
+<?import javafx.scene.control.*?>
+<?import javafx.scene.layout.*?>
 
-<?import javafx.scene.control.Button?>
-<VBox alignment="CENTER" spacing="20.0" xmlns:fx="http://javafx.com/fxml"
-      fx:controller="com.nuculabs.dev.imagetagger.ui.HelloController">
+<BorderPane prefHeight="537.0" prefWidth="725.0" xmlns:fx="http://javafx.com/fxml/1" xmlns="http://javafx.com/javafx/17.0.2-ea" fx:controller="com.nuculabs.dev.imagetagger.ui.MainPageController">
   <padding>
-    <Insets bottom="20.0" left="20.0" right="20.0" top="20.0"/>
+    <Insets bottom="20.0" left="30.0" right="30.0" top="30.0" />
   </padding>
+  <center>
+    <ScrollPane>
+      <VBox fx:id="verticalBox">
+      </VBox>
+    </ScrollPane>
+  </center>
 
-  <Label fx:id="welcomeText"/>
-  <Button text="Hello!" onAction="#onHelloButtonClick"/>
-</VBox>
+  <bottom>
+    <HBox alignment="CENTER_LEFT">
+      <padding>
+        <Insets bottom="5" left="5" right="5" top="10" />
+      </padding>
+      <Button onAction="#onTagImagesButtonClick" text="Tag Images" />
+      <Separator orientation="VERTICAL" style="-fx-padding: 10px" />
+      <Label fx:id="statusLabel" visible="false" text="Predicting... please wait" />
+    </HBox>
+  </bottom>
+</BorderPane>
\ No newline at end of file