diff --git a/examples/mnist-inference-web/Cargo.toml b/examples/mnist-inference-web/Cargo.toml
index e2ca717da..db28cc2f8 100644
--- a/examples/mnist-inference-web/Cargo.toml
+++ b/examples/mnist-inference-web/Cargo.toml
@@ -15,6 +15,7 @@ default = []
 [dependencies]
 burn = {path = "../../burn", default-features = false}
 burn-ndarray = {path = "../../burn-ndarray", default-features = false}
+burn-wgpu = {path = "../../burn-wgpu", default-features = false}
 serde = {workspace = true}
 wasm-bindgen = "0.2.87"
 
diff --git a/examples/mnist-inference-web/build-for-web.sh b/examples/mnist-inference-web/build-for-web.sh
index 7aeec2b8b..90934915c 100755
--- a/examples/mnist-inference-web/build-for-web.sh
+++ b/examples/mnist-inference-web/build-for-web.sh
@@ -10,7 +10,7 @@ then
 fi
 
 # Set optimization flags
-export RUSTFLAGS="-C lto=fat -C embed-bitcode=yes -C codegen-units=1 -C opt-level=3"
+export RUSTFLAGS="-C lto=fat -C embed-bitcode=yes -C codegen-units=1 -C opt-level=3 --cfg=web_sys_unstable_apis"
 
 # Run wasm pack tool to build JS wrapper files and copy wasm to pkg directory.
 mkdir -p pkg
diff --git a/examples/mnist-inference-web/src/state.rs b/examples/mnist-inference-web/src/state.rs
index 58c19c043..44bfa07fd 100644
--- a/examples/mnist-inference-web/src/state.rs
+++ b/examples/mnist-inference-web/src/state.rs
@@ -4,8 +4,10 @@ use burn::record::BinBytesRecorder;
 use burn::record::FullPrecisionSettings;
 use burn::record::Recorder;
 use burn_ndarray::NdArrayBackend;
+use burn_wgpu::WgpuBackend;
 
-pub type Backend = NdArrayBackend<f32>;
+pub type Backend = WgpuBackend<burn_wgpu::AutoGraphicsApi, f32, i32>;
+// pub type Backend = NdArrayBackend<f32>;
 
 static STATE_ENCODED: &[u8] = include_bytes!("../model.bin");