diff --git a/js/web/lib/backend-wasm-with-training.ts b/js/web/lib/backend-wasm-with-training.ts
index 6d31861fb1bcd..5fac10da7791d 100644
--- a/js/web/lib/backend-wasm-with-training.ts
+++ b/js/web/lib/backend-wasm-with-training.ts
@@ -3,15 +3,17 @@
 
 import {InferenceSession, TrainingSessionHandler} from 'onnxruntime-common';
 
-import {OnnxruntimeWebAssemblyBackend} from './backend-wasm'
+import {OnnxruntimeWebAssemblyBackend} from './backend-wasm';
 
 class OnnxruntimeTrainingWebAssemblyBackend extends OnnxruntimeWebAssemblyBackend {
+  /* eslint-disable @typescript-eslint/no-unused-vars */
   async createTrainingSessionHandler(
       checkpointStateUriOrBuffer: string|Uint8Array, trainModelUriOrBuffer: string|Uint8Array,
       evalModelUriOrBuffer: string|Uint8Array, optimizerModelUriOrBuffer: string|Uint8Array,
       options: InferenceSession.SessionOptions): Promise<TrainingSessionHandler> {
     throw new Error('Method not implemented yet.');
   }
+  /* eslint-enable @typescript-eslint/no-unused-vars */
 }
 
 export const wasmBackend = new OnnxruntimeTrainingWebAssemblyBackend();
diff --git a/js/web/lib/index.ts b/js/web/lib/index.ts
index 03e1108b31d12..30d0af5dc9e47 100644
--- a/js/web/lib/index.ts
+++ b/js/web/lib/index.ts
@@ -7,7 +7,7 @@
 // So we import code inside the if-clause to allow terser remove the code safely.
 
 export * from 'onnxruntime-common';
-import {registerBackend, env, Backend} from 'onnxruntime-common';
+import {registerBackend, env} from 'onnxruntime-common';
 import {version} from './version';
 
 if (!BUILD_DEFS.DISABLE_WEBGL) {
diff --git a/js/web/package.json b/js/web/package.json
index 8ae5b733e5f21..798434bf5d574 100644
--- a/js/web/package.json
+++ b/js/web/package.json
@@ -78,6 +78,10 @@
     "./webgpu": {
       "types": "./types.d.ts",
       "default": "./dist/ort.webgpu.min.js"
+    },
+    "./training": {
+      "types": "./types.d.ts",
+      "default": "./dist/ort-web.training.wasm.min.js"
     }
   },
   "types": "./types.d.ts",
diff --git a/js/web/script/build.ts b/js/web/script/build.ts
index bda7da0ab2a8b..ff94d1a806a09 100644
--- a/js/web/script/build.ts
+++ b/js/web/script/build.ts
@@ -34,6 +34,7 @@ const ROOT_FOLDER = path.join(__dirname, '..');
 const WASM_BINDING_FOLDER = path.join(ROOT_FOLDER, 'lib', 'wasm', 'binding');
 const WASM_BINDING_JS_PATH = path.join(WASM_BINDING_FOLDER, 'ort-wasm.js');
 const TRAINING_WASM_BINDING_SIMD_JS_PATH = path.join(WASM_BINDING_FOLDER, 'ort-training-wasm-simd.js');
+const TRAINING_WASM_BINDING_SIMD_MIN_JS_PATH = path.join(WASM_BINDING_FOLDER, 'ort-training-wasm-simd.min.js');
 const WASM_BINDING_THREADED_JS_PATH = path.join(WASM_BINDING_FOLDER, 'ort-wasm-threaded.js');
 const WASM_BINDING_SIMD_THREADED_JSEP_JS_PATH = path.join(WASM_BINDING_FOLDER, 'ort-wasm-simd-threaded.jsep.js');
 const WASM_BINDING_THREADED_WORKER_JS_PATH = path.join(WASM_BINDING_FOLDER, 'ort-wasm-threaded.worker.js');
@@ -93,6 +94,31 @@ if (WASM) {
  */
 `;
 
+  npmlog.info('Build', 'Minimizing file "ort-training-wasm-simd.js"...');
+  try {
+    const terser = spawnSync(
+        'npx',
+        [
+          'terser', TRAINING_WASM_BINDING_SIMD_JS_PATH, '--compress', 'passes=2', '--format', 'comments=false',
+          '--mangle', 'reserved=[_scriptDir]', '--module'
+        ],
+        {shell: true, encoding: 'utf-8', cwd: ROOT_FOLDER});
+    if (terser.status !== 0) {
+      console.error(terser.error);
+      process.exit(terser.status === null ? undefined : terser.status);
+    }
+
+    fs.writeFileSync(TRAINING_WASM_BINDING_SIMD_MIN_JS_PATH, terser.stdout);
+    fs.writeFileSync(TRAINING_WASM_BINDING_SIMD_JS_PATH, `${COPYRIGHT_BANNER}${terser.stdout}`);
+
+    validateFile(TRAINING_WASM_BINDING_SIMD_MIN_JS_PATH);
+    validateFile(TRAINING_WASM_BINDING_SIMD_JS_PATH);
+  } catch (e) {
+    npmlog.error('Build', `Failed to run terser on ort-training-wasm-simd.js. ERR: ${e}`);
+    throw e;
+  }
+  npmlog.info('Build', 'Minimizing file "ort-training-wasm-simd.js"... DONE');
+
   npmlog.info('Build', 'Minimizing file "ort-wasm-threaded.js"...');
   try {
     const terser = spawnSync(
diff --git a/js/web/webpack.config.js b/js/web/webpack.config.js
index 7115a3e3b4258..1ac421b5246d9 100644
--- a/js/web/webpack.config.js
+++ b/js/web/webpack.config.js
@@ -104,6 +104,7 @@ function buildConfig({filename, format, target, mode, devtool, build_defs}) {
     config.resolve.alias['./binding/ort-wasm-threaded.js'] = './binding/ort-wasm-threaded.min.js';
     config.resolve.alias['./binding/ort-wasm-threaded-simd.jsep.js'] = './binding/ort-wasm-threaded-simd.jsep.min.js';
     config.resolve.alias['./binding/ort-wasm-threaded.worker.js'] = './binding/ort-wasm-threaded.min.worker.js';
+    config.resolve.alias['./binding/ort-training-wasm-simd.js'] = './binding/ort-training-wasm-simd.min.js';
 
     const options = defaultTerserPluginOptions(target);
     options.terserOptions.format.preamble = COPYRIGHT_BANNER;
@@ -291,8 +292,8 @@ module.exports = () => {
           // ort-web.es5.min.js
           buildOrtWebConfig({suffix: '.es5.min', target: 'es5'}),
 
-          // ort.wasm.min.js
-          buildOrtConfig({
+          // ort-web.training.wasm.min.js
+          buildOrtWebConfig({
             suffix: '.training.wasm.min',
             build_defs: {
               ...DEFAULT_BUILD_DEFS,