diff --git a/tfjs-node/src/kernels/Softmax.ts b/tfjs-node/src/kernels/Softmax.ts
new file mode 100644
index 00000000000..af08a9f15d0
--- /dev/null
+++ b/tfjs-node/src/kernels/Softmax.ts
@@ -0,0 +1,37 @@
+/**
+ * @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 {NamedTensorInfoMap, registerKernel, TensorInfo} from '@tensorflow/tfjs-core';
+
+import {createTypeOpAttr, NodeJSKernelBackend} from '../nodejs_kernel_backend';
+
+interface SoftmaxInputs extends NamedTensorInfoMap {
+  logits: TensorInfo;
+}
+
+registerKernel({
+  kernelName: 'Softmax',
+  backendName: 'tensorflow',
+  kernelFunc: ({inputs, backend}) => {
+    const {logits} = inputs as SoftmaxInputs;
+    const opAttrs = [createTypeOpAttr('T', logits.dtype)];
+
+    const nodeBackend = backend as NodeJSKernelBackend;
+
+    return nodeBackend.executeSingleOutput('Softmax', opAttrs, [logits]);
+  }
+});
diff --git a/tfjs-node/src/kernels/all_kernels.ts b/tfjs-node/src/kernels/all_kernels.ts
index c6eea842964..6b5f6bf8245 100644
--- a/tfjs-node/src/kernels/all_kernels.ts
+++ b/tfjs-node/src/kernels/all_kernels.ts
@@ -19,3 +19,4 @@
 // global registry when we compile the library. A modular build would replace
 // the contents of this file and import only the kernels that are needed.
 import './non_max_suppression_v5';
+import './Softmax';