diff --git a/src/compute/activations.rs b/src/compute/activations.rs
index d2f3710..661fe52 100644
--- a/src/compute/activations.rs
+++ b/src/compute/activations.rs
@@ -27,11 +27,15 @@ pub fn dleaky_relu(x: &Matrix<f64>) -> Matrix<f64> {
 
 mod tests {
     use super::*;
-    
+
     // Helper function to round all elements in a matrix to n decimal places
     fn _round_matrix(mat: &Matrix<f64>, decimals: u32) -> Matrix<f64> {
         let factor = 10f64.powi(decimals as i32);
-        let rounded: Vec<f64> = mat.to_vec().iter().map(|v| (v * factor).round() / factor).collect();
+        let rounded: Vec<f64> = mat
+            .to_vec()
+            .iter()
+            .map(|v| (v * factor).round() / factor)
+            .collect();
         Matrix::from_vec(rounded, mat.rows(), mat.cols())
     }
 
@@ -43,6 +47,17 @@ mod tests {
         assert_eq!(_round_matrix(&result, 6), _round_matrix(&expected, 6));
     }
 
+    #[test]
+    fn test_sigmoid_edge_case() {
+        let x = Matrix::from_vec(vec![-1000.0, 0.0, 1000.0], 3, 1);
+        let expected = Matrix::from_vec(vec![0.0, 0.5, 1.0], 3, 1);
+        let result = sigmoid(&x);
+
+        for (r, e) in result.data().iter().zip(expected.data().iter()) {
+            assert!((r - e).abs() < 1e-6);
+        }
+    }
+
     #[test]
     fn test_relu() {
         let x = Matrix::from_vec(vec![-1.0, 0.0, 1.0], 3, 1);
@@ -50,6 +65,13 @@ mod tests {
         assert_eq!(relu(&x), expected);
     }
 
+    #[test]
+    fn test_relu_edge_case() {
+        let x = Matrix::from_vec(vec![-1e-10, 0.0, 1e10], 3, 1);
+        let expected = Matrix::from_vec(vec![0.0, 0.0, 1e10], 3, 1);
+        assert_eq!(relu(&x), expected);
+    }
+
     #[test]
     fn test_dsigmoid() {
         let y = Matrix::from_vec(vec![0.26894142, 0.5, 0.73105858], 3, 1);
@@ -57,19 +79,46 @@ mod tests {
         let result = dsigmoid(&y);
         assert_eq!(_round_matrix(&result, 6), _round_matrix(&expected, 6));
     }
-    
+
+    #[test]
+    fn test_dsigmoid_edge_case() {
+        let y = Matrix::from_vec(vec![0.0, 0.5, 1.0], 3, 1); // Assume these are outputs from sigmoid(x)
+        let expected = Matrix::from_vec(vec![0.0, 0.25, 0.0], 3, 1);
+        let result = dsigmoid(&y);
+
+        for (r, e) in result.data().iter().zip(expected.data().iter()) {
+            assert!((r - e).abs() < 1e-6);
+        }
+    }
+
     #[test]
     fn test_drelu() {
         let x = Matrix::from_vec(vec![-1.0, 0.0, 1.0], 3, 1);
         let expected = Matrix::from_vec(vec![0.0, 0.0, 1.0], 3, 1);
-        assert_eq!(drelu(&x), expected);    
+        assert_eq!(drelu(&x), expected);
     }
+
+    #[test]
+    fn test_drelu_edge_case() {
+        let x = Matrix::from_vec(vec![-1e-10, 0.0, 1e10], 3, 1);
+        let expected = Matrix::from_vec(vec![0.0, 0.0, 1.0], 3, 1);
+        assert_eq!(drelu(&x), expected);
+    }
+
     #[test]
     fn test_leaky_relu() {
         let x = Matrix::from_vec(vec![-1.0, 0.0, 1.0], 3, 1);
         let expected = Matrix::from_vec(vec![-0.01, 0.0, 1.0], 3, 1);
         assert_eq!(leaky_relu(&x), expected);
     }
+
+    #[test]
+    fn test_leaky_relu_edge_case() {
+        let x = Matrix::from_vec(vec![-1e-10, 0.0, 1e10], 3, 1);
+        let expected = Matrix::from_vec(vec![-1e-12, 0.0, 1e10], 3, 1);
+        assert_eq!(leaky_relu(&x), expected);
+    }
+
     #[test]
     fn test_dleaky_relu() {
         let x = Matrix::from_vec(vec![-1.0, 0.0, 1.0], 3, 1);
@@ -77,4 +126,10 @@ mod tests {
         assert_eq!(dleaky_relu(&x), expected);
     }
 
+    #[test]
+    fn test_dleaky_relu_edge_case() {
+        let x = Matrix::from_vec(vec![-1e-10, 0.0, 1e10], 3, 1);
+        let expected = Matrix::from_vec(vec![0.01, 0.01, 1.0], 3, 1);
+        assert_eq!(dleaky_relu(&x), expected);
+    }
 }