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Why Quadratic Cost Functions Are Ineffective in Neural Network Training
This story was originally published on HackerNoon at: https://hackernoon.com/why-quadratic-cost-functions-are-ineffective-in-neural-network-training.
Explore why quadratic cost functions hinder neural network training and how cross-entropy improves learning efficiency in deep learning models.
Check more stories related to machine-learning at: https://hackernoon.com/c/machine-learning.
You can also check exclusive content about #deep-learning, #neural-networks, #what-is-cross-entropy, #sigmoid-activation-function, #neural-network-training, #quadratic-cost-function, #cross-entropy-cost-function, #hackernoon-top-story, and more.
This story was written by: @varunnakra1. Learn more about this writer by checking @varunnakra1's about page,
and for more stories, please visit hackernoon.com.
One of the most common question asked during deep learning knowledge interviews is - “Why can’t we use a quadratic cost function to train a Neural Network?**” We will delve deep into the answer for that. There will be a lot of Math involved but nothing crazy! and I will keep things simple yet precise.
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By HackerNoon
5
11 ratings
This story was originally published on HackerNoon at: https://hackernoon.com/why-quadratic-cost-functions-are-ineffective-in-neural-network-training.
Explore why quadratic cost functions hinder neural network training and how cross-entropy improves learning efficiency in deep learning models.
Check more stories related to machine-learning at: https://hackernoon.com/c/machine-learning.
You can also check exclusive content about #deep-learning, #neural-networks, #what-is-cross-entropy, #sigmoid-activation-function, #neural-network-training, #quadratic-cost-function, #cross-entropy-cost-function, #hackernoon-top-story, and more.
This story was written by: @varunnakra1. Learn more about this writer by checking @varunnakra1's about page,
and for more stories, please visit hackernoon.com.
One of the most common question asked during deep learning knowledge interviews is - “Why can’t we use a quadratic cost function to train a Neural Network?**” We will delve deep into the answer for that. There will be a lot of Math involved but nothing crazy! and I will keep things simple yet precise.