diff --git a/web/src/pages/ClassificationModel.tsx b/web/src/pages/ClassificationModel.tsx
index 833e2e6db..c37d0b454 100644
--- a/web/src/pages/ClassificationModel.tsx
+++ b/web/src/pages/ClassificationModel.tsx
@@ -2,7 +2,6 @@ import { useOverlayState } from "@/hooks/use-overlay-state";
 import { CustomClassificationModelConfig } from "@/types/frigateConfig";
 import ModelSelectionView from "@/views/classification/ModelSelectionView";
 import ModelTrainingView from "@/views/classification/ModelTrainingView";
-import { useState } from "react";
 
 export default function ClassificationModelPage() {
   // training
diff --git a/web/src/views/classification/ModelSelectionView.tsx b/web/src/views/classification/ModelSelectionView.tsx
index 91d63194b..502a53251 100644
--- a/web/src/views/classification/ModelSelectionView.tsx
+++ b/web/src/views/classification/ModelSelectionView.tsx
@@ -35,11 +35,11 @@ export default function ModelSelectionView({
   }
 
   return (
-    <div className="size-full p-2">
+    <div className="flex size-full gap-2 p-2">
       {classificationConfigs.map((config) => (
         <div
           className={cn(
-            "flex w-72 cursor-pointer flex-col gap-2 rounded-lg bg-card p-2 outline outline-[3px]",
+            "flex h-52 cursor-pointer flex-col gap-2 rounded-lg bg-card p-2 outline outline-[3px]",
             isMobile && "w-full",
             false
               ? "shadow-selected outline-selected"
diff --git a/web/src/views/classification/ModelTrainingView.tsx b/web/src/views/classification/ModelTrainingView.tsx
index 0bdb0c1b0..5602a598c 100644
--- a/web/src/views/classification/ModelTrainingView.tsx
+++ b/web/src/views/classification/ModelTrainingView.tsx
@@ -1,16 +1,241 @@
-import Heading from "@/components/ui/heading";
+import TextEntryDialog from "@/components/overlay/dialog/TextEntryDialog";
+import { Button } from "@/components/ui/button";
+import {
+  Dialog,
+  DialogContent,
+  DialogDescription,
+  DialogHeader,
+  DialogTitle,
+} from "@/components/ui/dialog";
+import {
+  DropdownMenu,
+  DropdownMenuContent,
+  DropdownMenuItem,
+  DropdownMenuSeparator,
+  DropdownMenuTrigger,
+} from "@/components/ui/dropdown-menu";
+import {
+  Tooltip,
+  TooltipContent,
+  TooltipTrigger,
+} from "@/components/ui/tooltip";
+import useOptimisticState from "@/hooks/use-optimistic-state";
 import { CustomClassificationModelConfig } from "@/types/frigateConfig";
+import { TooltipPortal } from "@radix-ui/react-tooltip";
+import axios from "axios";
+import { useCallback, useState } from "react";
+import { useTranslation } from "react-i18next";
+import { LuPencil, LuTrash2 } from "react-icons/lu";
+import useSWR from "swr";
 
 type ModelTrainingViewProps = {
   model: CustomClassificationModelConfig;
 };
 export default function ModelTrainingView({ model }: ModelTrainingViewProps) {
+  const [page, setPage] = useState<string>("train");
+  const [pageToggle, setPageToggle] = useOptimisticState(page, setPage, 100);
+
+  // dataset
+
+  const { data: trainImages } = useSWR(`classification/${model.name}/train`);
+  const { data: dataset } = useSWR(`classification/${model.name}/dataset`);
+
+  // actions
+
+  const trainModel = useCallback(() => {
+    axios.post(`classification/${model.name}/train`);
+  }, [model]);
+
   return (
     <div className="flex size-full flex-col p-2">
-      <Heading className="smart-capitalize" as="h3">
-        {model.name} ({model.state_config != null ? "State" : "Object"}{" "}
-        Classification)
-      </Heading>
+      <div className="flex flex-row justify-between gap-2 align-middle">
+        <LibrarySelector
+          pageToggle={pageToggle}
+          dataset={dataset}
+          trainImages={trainImages}
+          setPageToggle={setPageToggle}
+          onDelete={() => {}}
+          onRename={() => {}}
+        />
+        <Button variant="select" onClick={trainModel}>
+          Train Model
+        </Button>
+      </div>
     </div>
   );
 }
+
+type LibrarySelectorProps = {
+  pageToggle: string | undefined;
+  dataset: { [id: string]: string[] };
+  trainImages: string[];
+  setPageToggle: (toggle: string) => void;
+  onDelete: (name: string, ids: string[], isName: boolean) => void;
+  onRename: (old_name: string, new_name: string) => void;
+};
+function LibrarySelector({
+  pageToggle,
+  dataset,
+  trainImages,
+  setPageToggle,
+  onDelete,
+  onRename,
+}: LibrarySelectorProps) {
+  const { t } = useTranslation(["views/faceLibrary"]);
+  const [confirmDelete, setConfirmDelete] = useState<string | null>(null);
+  const [renameFace, setRenameFace] = useState<string | null>(null);
+
+  const handleDeleteFace = useCallback(
+    (name: string) => {
+      // Get all image IDs for this face
+      const imageIds = dataset?.[name] || [];
+
+      onDelete(name, imageIds, true);
+      setPageToggle("train");
+    },
+    [dataset, onDelete, setPageToggle],
+  );
+
+  const handleSetOpen = useCallback(
+    (open: boolean) => {
+      setRenameFace(open ? renameFace : null);
+    },
+    [renameFace],
+  );
+
+  return (
+    <>
+      <Dialog
+        open={!!confirmDelete}
+        onOpenChange={(open) => !open && setConfirmDelete(null)}
+      >
+        <DialogContent>
+          <DialogHeader>
+            <DialogTitle>{t("deleteFaceLibrary.title")}</DialogTitle>
+            <DialogDescription>
+              {t("deleteFaceLibrary.desc", { name: confirmDelete })}
+            </DialogDescription>
+          </DialogHeader>
+          <div className="flex justify-end gap-2">
+            <Button variant="outline" onClick={() => setConfirmDelete(null)}>
+              {t("button.cancel", { ns: "common" })}
+            </Button>
+            <Button
+              variant="destructive"
+              onClick={() => {
+                if (confirmDelete) {
+                  handleDeleteFace(confirmDelete);
+                  setConfirmDelete(null);
+                }
+              }}
+            >
+              {t("button.delete", { ns: "common" })}
+            </Button>
+          </div>
+        </DialogContent>
+      </Dialog>
+
+      <TextEntryDialog
+        open={!!renameFace}
+        setOpen={handleSetOpen}
+        title={t("renameFace.title")}
+        description={t("renameFace.desc", { name: renameFace })}
+        onSave={(newName) => {
+          onRename(renameFace!, newName);
+          setRenameFace(null);
+        }}
+        defaultValue={renameFace || ""}
+        regexPattern={/^[\p{L}\p{N}\s'_-]{1,50}$/u}
+        regexErrorMessage={t("description.invalidName")}
+      />
+
+      <DropdownMenu>
+        <DropdownMenuTrigger asChild>
+          <Button className="flex justify-between smart-capitalize">
+            {pageToggle == "train" ? t("train.title") : pageToggle}
+            <span className="ml-2 text-primary-variant">
+              ({(pageToggle && dataset?.[pageToggle]?.length) || 0})
+            </span>
+          </Button>
+        </DropdownMenuTrigger>
+        <DropdownMenuContent
+          className="scrollbar-container max-h-[40dvh] min-w-[220px] overflow-y-auto"
+          align="start"
+        >
+          <DropdownMenuItem
+            className="flex cursor-pointer items-center justify-start gap-2"
+            aria-label={t("train.aria")}
+            onClick={() => setPageToggle("train")}
+          >
+            <div>{t("train.title")}</div>
+            <div className="text-secondary-foreground">
+              ({trainImages.length})
+            </div>
+          </DropdownMenuItem>
+          {trainImages.length > 0 && Object.keys(dataset).length > 0 && (
+            <>
+              <DropdownMenuSeparator />
+              <div className="mb-1 ml-1.5 text-xs text-secondary-foreground">
+                {t("collections")}
+              </div>
+            </>
+          )}
+          {Object.keys(dataset).map((id) => (
+            <DropdownMenuItem
+              key={id}
+              className="group flex items-center justify-between"
+            >
+              <div
+                className="flex-grow cursor-pointer"
+                onClick={() => setPageToggle(id)}
+              >
+                {id}
+                <span className="ml-2 text-muted-foreground">
+                  ({dataset?.[id].length})
+                </span>
+              </div>
+              <div className="flex gap-0.5">
+                <Tooltip>
+                  <TooltipTrigger asChild>
+                    <Button
+                      variant="ghost"
+                      size="icon"
+                      className="size-7 lg:opacity-0 lg:transition-opacity lg:group-hover:opacity-100"
+                      onClick={(e) => {
+                        e.stopPropagation();
+                        setRenameFace(id);
+                      }}
+                    >
+                      <LuPencil className="size-4 text-primary" />
+                    </Button>
+                  </TooltipTrigger>
+                  <TooltipPortal>
+                    <TooltipContent>{t("button.renameFace")}</TooltipContent>
+                  </TooltipPortal>
+                </Tooltip>
+                <Tooltip>
+                  <TooltipTrigger asChild>
+                    <Button
+                      variant="ghost"
+                      size="icon"
+                      className="size-7 lg:opacity-0 lg:transition-opacity lg:group-hover:opacity-100"
+                      onClick={(e) => {
+                        e.stopPropagation();
+                        setConfirmDelete(id);
+                      }}
+                    >
+                      <LuTrash2 className="size-4 text-destructive" />
+                    </Button>
+                  </TooltipTrigger>
+                  <TooltipPortal>
+                    <TooltipContent>{t("button.deleteFace")}</TooltipContent>
+                  </TooltipPortal>
+                </Tooltip>
+              </div>
+            </DropdownMenuItem>
+          ))}
+        </DropdownMenuContent>
+      </DropdownMenu>
+    </>
+  );
+}