From c3918da2c7848e0b53b824a48ac475e45af03733 Mon Sep 17 00:00:00 2001
From: lint-tech <lint.tech@gmail.com>
Date: Sat, 13 May 2023 05:15:55 +0500
Subject: [PATCH] Fix error in total cost calculation in network2.py

---
 network2.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/network2.py b/network2.py
index 9ecaa5b..aab18bb 100644
--- a/network2.py
+++ b/network2.py
@@ -312,7 +312,7 @@ def total_cost(self, data, lmbda, convert=False):
             a = self.feedforward(x)
             if convert: y = vectorized_result(y)
             cost += self.cost.fn(a, y)/len(data)
-            cost += 0.5*(lmbda/len(data))*sum(np.linalg.norm(w)**2 for w in self.weights) # '**' - to the power of.
+        cost += 0.5*(lmbda/len(data))*sum(np.linalg.norm(w)**2 for w in self.weights) # '**' - to the power of.
         return cost
 
     def save(self, filename):