diff --git a/crates/burn-core/src/nn/mod.rs b/crates/burn-core/src/nn/mod.rs
index 56ed615b95..80fb02c8be 100644
--- a/crates/burn-core/src/nn/mod.rs
+++ b/crates/burn-core/src/nn/mod.rs
@@ -29,6 +29,7 @@ mod prelu;
 mod relu;
 mod rnn;
 mod rope_encoding;
+mod sigmoid;
 mod swiglu;
 mod tanh;
 mod unfold;
@@ -46,6 +47,7 @@ pub use prelu::*;
 pub use relu::*;
 pub use rnn::*;
 pub use rope_encoding::*;
+pub use sigmoid::*;
 pub use swiglu::*;
 pub use tanh::*;
 pub use unfold::*;
diff --git a/crates/burn-core/src/nn/sigmoid.rs b/crates/burn-core/src/nn/sigmoid.rs
new file mode 100644
index 0000000000..68db4b07c2
--- /dev/null
+++ b/crates/burn-core/src/nn/sigmoid.rs
@@ -0,0 +1,38 @@
+use crate as burn;
+
+use crate::module::Module;
+use crate::tensor::backend::Backend;
+use crate::tensor::Tensor;
+
+/// Applies the sigmoid function element-wise
+/// See also [sigmoid](burn::tensor::activation::sigmoid)
+#[derive(Module, Clone, Debug, Default)]
+pub struct Sigmoid;
+
+impl Sigmoid {
+    /// Create the module.
+    pub fn new() -> Self {
+        Self {}
+    }
+    /// Applies the forward pass on the input tensor.
+    ///
+    /// # Shapes
+    ///
+    /// - input: `[..., any]`
+    /// - output: `[..., any]`
+    pub fn forward<B: Backend, const D: usize>(&self, input: Tensor<B, D>) -> Tensor<B, D> {
+        crate::tensor::activation::sigmoid(input)
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn display() {
+        let layer = Sigmoid::new();
+
+        assert_eq!(alloc::format!("{}", layer), "Sigmoid");
+    }
+}