diff --git a/tensornetwork/backends/tensorflow/tensorflow_backend.py b/tensornetwork/backends/tensorflow/tensorflow_backend.py
index 0cf960838..4def9a232 100644
--- a/tensornetwork/backends/tensorflow/tensorflow_backend.py
+++ b/tensornetwork/backends/tensorflow/tensorflow_backend.py
@@ -430,3 +430,18 @@ def eps(self, dtype: Type[np.number]) -> float:
       float: Machine epsilon.
     """
     return tf.experimental.numpy.finfo(dtype).eps
+
+  def pinv(self, tensor: Tensor, rcond: float = 1E-15, hermitian: bool = False) -> Tensor:
+    """
+    Compute the (Moore-Penrose) pseudo-inverse of a tensor.
+    Returns the pseudo-inverse of tensor.
+    
+    Args:
+     tensor: A tensor.
+     rcond: Cutoff for small singular values.
+     hermitian(optional): If True, matrix provided is assumed to be Hermitian (symmetric if real-valued). Defaults to False.
+
+    Returns:
+     tensor: The pseudo inverse of tensor.
+         """
+    return np.linalg.pinv(tensor)
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