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update the b (bias) in the opposite direction of the gradient. 3. Repeat steps 1 & 2 until w & b converges. Now, we have the algorithm in derivative form as shown above. We can expand the derivative further to make it ready for implementation. Firstly, we apply the full equation of the cost