diff --git a/backend/apps/v1beta1/routes/__init__.py b/backend/apps/v1beta1/routes/__init__.py
index a7bdedd..2b99d6e 100644
--- a/backend/apps/v1beta1/routes/__init__.py
+++ b/backend/apps/v1beta1/routes/__init__.py
@@ -3,4 +3,4 @@
 
 bp = Blueprint("default_routes", __name__)
 
-from . import post  # noqa: F401, E402
+from . import post, put  # noqa: F401, E402
diff --git a/backend/apps/v1beta1/routes/put.py b/backend/apps/v1beta1/routes/put.py
new file mode 100644
index 0000000..0619f1f
--- /dev/null
+++ b/backend/apps/v1beta1/routes/put.py
@@ -0,0 +1,38 @@
+from flask import request
+
+from kubeflow.kubeflow.crud_backend import api, decorators, logging
+
+from ...common import versions
+from . import bp
+
+log = logging.getLogger(__name__)
+
+
+@bp.route("/api/namespaces/<namespace>/inferenceservices/<isvc>",
+          methods=["PUT"])
+@decorators.request_is_json_type
+@decorators.required_body_params("apiVersion", "kind", "metadata", "spec")
+def replace_inference_service(namespace: str, isvc: str):
+    gvk = versions.inference_service_gvk()
+    api.authz.ensure_authorized(
+        "update",
+        group=gvk["group"],
+        version=gvk["version"],
+        resource=gvk["kind"],
+        namespace=namespace,
+    )
+
+    cr = request.get_json()
+
+    api.custom_api.replace_namespaced_custom_object(
+        group=gvk["group"],
+        version=gvk["version"],
+        plural=gvk["kind"],
+        namespace=namespace,
+        name=isvc,
+        body=cr)
+
+    return api.success_response(
+        "message",
+        "InferenceService successfully updated"
+    )
diff --git a/frontend/src/app/pages/server-info/edit/edit.component.html b/frontend/src/app/pages/server-info/edit/edit.component.html
new file mode 100644
index 0000000..5859690
--- /dev/null
+++ b/frontend/src/app/pages/server-info/edit/edit.component.html
@@ -0,0 +1,40 @@
+<div class="edit-component">
+  <ng-container>
+    <lib-panel class="lib-panel">
+      The InferenceService name and namespace fields have been hidden because they cannot be changed
+    </lib-panel>
+  </ng-container>
+
+  <mat-divider class="edit-top-divider"></mat-divider>
+
+  <div
+    ace-editor
+    [(text)]="data"
+    mode="yaml"
+    theme="xcode"
+  ></div>
+
+  <mat-divider></mat-divider>
+
+  <div class="flex bar">
+    <button
+      *ngIf="!applying"
+      mat-raised-button
+      color="primary"
+      (click)="submit()"
+      [disabled]="applying"
+    >
+      EDIT
+    </button>
+
+    <button *ngIf="applying" mat-raised-button disabled>
+      <div class="waiting-button-wrapper">
+        <mat-spinner diameter="16"></mat-spinner>
+        <div>APPLYING</div>
+      </div>
+    </button>
+
+    <button mat-raised-button (click)="cancelEdit.emit(true)">CANCEL</button>
+  </div>
+</div>
+
diff --git a/frontend/src/app/pages/server-info/edit/edit.component.scss b/frontend/src/app/pages/server-info/edit/edit.component.scss
new file mode 100644
index 0000000..2ef5141
--- /dev/null
+++ b/frontend/src/app/pages/server-info/edit/edit.component.scss
@@ -0,0 +1,42 @@
+[ace-editor] {
+  width: auto;
+  height: 700px;
+}
+
+.edit-component {
+  margin-top: 1rem;
+}
+
+.edit-top-divider {
+  margin-top: 1rem;
+}
+
+.bar {
+  padding: 0.5rem 0;
+}
+
+.bar > * {
+  margin-top: auto;
+  margin-bottom: auto;
+}
+
+.bar > button:first-child {
+  margin-left: 35%;
+}
+
+.bar > button:nth-child(2) {
+  margin-left: 1rem;
+  margin-right: 1rem;
+}
+
+.text-area > * {
+  white-space: break-spaces;
+}
+
+.waiting-button-wrapper {
+  display: flex;
+}
+
+.waiting-button-wrapper .mat-spinner {
+  margin: auto 0.2rem;
+}
diff --git a/frontend/src/app/pages/server-info/edit/edit.component.ts b/frontend/src/app/pages/server-info/edit/edit.component.ts
new file mode 100644
index 0000000..317e5fe
--- /dev/null
+++ b/frontend/src/app/pages/server-info/edit/edit.component.ts
@@ -0,0 +1,120 @@
+import { Component, EventEmitter, Input, OnInit, Output } from '@angular/core';
+import { dump, load } from 'js-yaml';
+import { SnackBarService, SnackType } from 'kubeflow';
+import { InferenceServiceK8s } from '../../../types/kfserving/v1beta1';
+import { MWABackendService } from '../../../services/backend.service';
+
+@Component({
+  selector: 'app-edit',
+  templateUrl: './edit.component.html',
+  styleUrls: ['./edit.component.scss'],
+})
+export class EditComponent implements OnInit {
+  @Input() isvc: InferenceServiceK8s;
+  @Output() cancelEdit = new EventEmitter<boolean>();
+
+  private originalName: string;
+  private originalNamespace: string;
+  private resourceVersion: string;
+
+  data = '';
+  applying = false;
+
+  constructor(
+    private snack: SnackBarService,
+    private backend: MWABackendService,
+  ) {}
+
+  ngOnInit() {
+    this.originalName = this.isvc.metadata.name;
+    this.originalNamespace =  this.isvc.metadata.namespace;
+    this.resourceVersion = this.isvc.metadata.resourceVersion;
+
+    delete this.isvc.metadata.name;
+    delete this.isvc.metadata.namespace;
+    delete this.isvc.metadata.creationTimestamp;
+    delete this.isvc.metadata.finalizers;
+    delete this.isvc.metadata.generation;
+    delete this.isvc.metadata.managedFields;
+    delete this.isvc.metadata.resourceVersion;
+    delete this.isvc.metadata.selfLink;
+    if ('annotations' in this.isvc.metadata && 'kubectl.kubernetes.io/last-applied-configuration' in this.isvc.metadata.annotations) {
+      delete this.isvc.metadata.annotations['kubectl.kubernetes.io/last-applied-configuration'];
+    }
+    delete this.isvc.metadata.uid;
+    delete this.isvc.status;
+
+    this.data = dump(this.isvc);
+  }
+
+  submit() {
+    this.applying = true;
+
+    let cr: InferenceServiceK8s = {};
+    try {
+      cr = load(this.data);
+    } catch (e) {
+      let msg = 'Could not parse the provided YAML';
+
+      if (e.mark && e.mark.line) {
+        msg = 'Error parsing the provided YAML in line: ' + e.mark.line;
+      }
+
+      this.snack.open(msg, SnackType.Error, 16000);
+      this.applying = false;
+      return;
+    }
+
+    const requiredFields = ['apiVersion', 'kind', 'metadata', 'spec'];
+    for (const field of requiredFields) {
+      if (!cr[field]) {
+        this.snack.open(
+          'InferenceService must have a metadata field.',
+          SnackType.Error,
+          8000,
+        );
+
+        this.applying = false;
+        return;
+      }
+    }
+
+    const prohibitedFields = ['name', 'namespace'];
+    for (const field of prohibitedFields) {
+      if (cr.metadata[field]) {
+        this.snack.open(
+          `You cannot set the metadata.${field} field`,
+          SnackType.Error,
+          8000,
+        );
+
+        this.applying = false;
+        return;
+      }
+    }
+
+    // Updating a resource requires passing in the resource's current resourceVersion
+    // so add this back to the cr before sending it off
+    cr.metadata.resourceVersion = this.resourceVersion;
+    cr.metadata.name = this.originalName;
+    cr.metadata.namespace = this.originalNamespace;
+
+    this.backend.editInferenceService(
+      this.originalNamespace,
+      this.originalName,
+      cr)
+    .subscribe({
+      next: () => {
+        this.snack.open(
+          'InferenceService successfully updated',
+          SnackType.Success,
+          8000,
+        );
+        this.cancelEdit.emit(true);
+      },
+      error: () => {
+        this.applying = false;
+      },
+    });
+  }
+}
diff --git a/frontend/src/app/pages/server-info/edit/edit.module.ts b/frontend/src/app/pages/server-info/edit/edit.module.ts
new file mode 100644
index 0000000..b0c5706
--- /dev/null
+++ b/frontend/src/app/pages/server-info/edit/edit.module.ts
@@ -0,0 +1,14 @@
+import { NgModule } from '@angular/core';
+import { CommonModule } from '@angular/common';
+import { KubeflowModule } from 'kubeflow';
+
+import { EditComponent } from './edit.component';
+import { AceEditorModule } from '@derekbaker/ngx-ace-editor-wrapper';
+
+
+@NgModule({
+  declarations: [EditComponent],
+  imports: [CommonModule, AceEditorModule, KubeflowModule],
+  exports: [EditComponent],
+})
+export class EditModule {}
diff --git a/frontend/src/app/pages/server-info/server-info.component.html b/frontend/src/app/pages/server-info/server-info.component.html
index d198391..e84ee15 100644
--- a/frontend/src/app/pages/server-info/server-info.component.html
+++ b/frontend/src/app/pages/server-info/server-info.component.html
@@ -27,8 +27,14 @@
         </div>
       </div>
 
+      <ng-container *ngIf="isEditing">
+        <app-edit [isvc]="editingIsvc" (cancelEdit)="cancelEdit()">
+        </app-edit>
+      </ng-container>
+
       <!--tabs-->
       <mat-tab-group
+        *ngIf="!isEditing"
         class="page-placement"
         dynamicHeight
         animationDuration="0ms"
diff --git a/frontend/src/app/pages/server-info/server-info.component.ts b/frontend/src/app/pages/server-info/server-info.component.ts
index 1573458..d1285bf 100644
--- a/frontend/src/app/pages/server-info/server-info.component.ts
+++ b/frontend/src/app/pages/server-info/server-info.component.ts
@@ -38,8 +38,19 @@ export class ServerInfoComponent implements OnInit, OnDestroy {
   public inferenceService: InferenceServiceK8s;
   public ownedObjects: InferenceServiceOwnedObjects = {};
   public grafanaFound = true;
+  public isEditing = false;
+  public editingIsvc: InferenceServiceK8s;
 
   public buttonsConfig: ToolbarButton[] = [
+    new ToolbarButton({
+      text: 'EDIT',
+      icon: 'edit',
+      fn: () => {
+        // Make a copy of current isvc so polling update doesn't affect editing
+        this.editingIsvc = {...this.inferenceService};
+        this.isEditing = true;
+      },
+    }),
     new ToolbarButton({
       text: $localize`DELETE`,
       icon: 'delete',
@@ -116,6 +127,10 @@ export class ServerInfoComponent implements OnInit, OnDestroy {
     return getK8sObjectUiStatus(this.inferenceService);
   }
 
+  public cancelEdit() {
+    this.isEditing = false;
+  }
+
   public navigateBack() {
     this.router.navigate(['/']);
   }
@@ -177,7 +192,7 @@ export class ServerInfoComponent implements OnInit, OnDestroy {
         const components = ['predictor', 'transformer', 'explainer'];
         const obs: Observable<[string, string, ComponentOwnedObjects]>[] = [];
 
-        ['predictor', 'transformer', 'explainer'].forEach(component => {
+        components.forEach(component => {
           obs.push(this.getOwnedObjects(svc, component));
         });
 
diff --git a/frontend/src/app/pages/server-info/server-info.module.ts b/frontend/src/app/pages/server-info/server-info.module.ts
index 65d5c44..3fdf4ba 100644
--- a/frontend/src/app/pages/server-info/server-info.module.ts
+++ b/frontend/src/app/pages/server-info/server-info.module.ts
@@ -11,6 +11,7 @@ import { DetailsModule } from './details/details.module';
 import { MetricsModule } from './metrics/metrics.module';
 import { LogsModule } from './logs/logs.module';
 import { YamlsModule } from './yamls/yamls.module';
+import { EditModule } from './edit/edit.module';
 import { EventsModule } from './events/events.module';
 
 @NgModule({
@@ -27,6 +28,7 @@ import { EventsModule } from './events/events.module';
     MetricsModule,
     LogsModule,
     YamlsModule,
+    EditModule,
     EventsModule,
   ],
 })
diff --git a/frontend/src/app/services/backend.service.ts b/frontend/src/app/services/backend.service.ts
index 947b141..697f2c1 100644
--- a/frontend/src/app/services/backend.service.ts
+++ b/frontend/src/app/services/backend.service.ts
@@ -169,6 +169,21 @@ export class MWABackendService extends BackendService {
       .pipe(catchError(error => this.handleError(error)));
   }
 
+  /*
+   * PUT
+   */
+  public editInferenceService(
+    namespace: string,
+    name: string,
+    updatedIsvc: InferenceServiceK8s,
+  ): Observable<MWABackendResponse> {
+    const url = `api/namespaces/${namespace}/inferenceservices/${name}`;
+
+    return this.http
+      .put<MWABackendResponse>(url, updatedIsvc)
+      .pipe(catchError(error => this.handleError(error)));
+  }
+
   /*
    * DELETE
    */