diff --git a/tfjs-backend-webgl/src/backend_webgl.ts b/tfjs-backend-webgl/src/backend_webgl.ts
index 30c2168e9c6..cd0583c1743 100644
--- a/tfjs-backend-webgl/src/backend_webgl.ts
+++ b/tfjs-backend-webgl/src/backend_webgl.ts
@@ -1743,11 +1743,6 @@ export class MathBackendWebGL extends KernelBackend {
     return this.compileAndRun(program, [x]);
   }
 
-  cos<T extends Tensor>(x: T): T {
-    const program = new UnaryOpProgram(x.shape, unary_op.COS);
-    return this.compileAndRun(program, [x]);
-  }
-
   tan<T extends Tensor>(x: T): T {
     const program = new UnaryOpProgram(x.shape, unary_op.TAN);
     return this.compileAndRun(program, [x]);
diff --git a/tfjs-backend-webgl/src/kernels/Cos.ts b/tfjs-backend-webgl/src/kernels/Cos.ts
new file mode 100644
index 00000000000..39bd53fee7d
--- /dev/null
+++ b/tfjs-backend-webgl/src/kernels/Cos.ts
@@ -0,0 +1,32 @@
+/**
+ * @license
+ * Copyright 2020 Google LLC. All Rights Reserved.
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ * =============================================================================
+ */
+
+import {Cos, CosInputs, KernelConfig} from '@tensorflow/tfjs-core';
+
+import {MathBackendWebGL} from '../backend_webgl';
+import {COS, UnaryOpProgram} from '../unaryop_gpu';
+
+export const cosConfig: KernelConfig = {
+  kernelName: Cos,
+  backendName: 'webgl',
+  kernelFunc: ({inputs, backend}) => {
+    const {x} = inputs as CosInputs;
+    const webglBackend = backend as MathBackendWebGL;
+    const program = new UnaryOpProgram(x.shape, COS);
+    return webglBackend.runWebGLProgram(program, [x], x.dtype);
+  }
+};
diff --git a/tfjs-backend-webgl/src/register_all_kernels.ts b/tfjs-backend-webgl/src/register_all_kernels.ts
index 9c26002d7d4..786284c97c3 100644
--- a/tfjs-backend-webgl/src/register_all_kernels.ts
+++ b/tfjs-backend-webgl/src/register_all_kernels.ts
@@ -16,6 +16,7 @@
  */
 import {KernelConfig, registerKernel} from '@tensorflow/tfjs-core';
 
+import {cosConfig} from './kernels/Cos';
 import {divConfig} from './kernels/Div';
 import {flipLeftRightConfig} from './kernels/FlipLeftRight';
 import {fromPixelsConfig} from './kernels/FromPixels';
@@ -31,7 +32,7 @@ import {transposeConfig} from './kernels/Transpose';
 
 // List all kernel configs here
 const kernelConfigs: KernelConfig[] = [
-  maxConfig, flipLeftRightConfig, fromPixelsConfig, divConfig,
+  cosConfig, maxConfig, flipLeftRightConfig, fromPixelsConfig, divConfig,
   maxPoolWithArgmaxConfig, nonMaxSuppressionV3Config, nonMaxSuppressionV4Config,
   nonMaxSuppressionV5Config, rotateWithOffsetConfig, squareConfig,
   squaredDifferenceConfig, transposeConfig