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Category Archives: Deep Learning Neural Networks

Convolutional Neural Networks (CNN) Simplified (Part 4)

· Roopam Upadhyay · 4 Comments

Welcome back to the deep learning example to build an OCR application. The idea of this simple application is to identify numbers in an image of written text. In the last part, we used three different models and got the following accuracy for identification of the test images: Model 1 – Logistic regression: 92% accuracy

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Deep Learning Models Simplified (Part 3)

· Roopam Upadhyay · 4 Comments

Facebook was a major sensation and a source of great amusement in a British country house in the early 20th century. It was such a big hit that it got a special mention in a newspaper published in the year 1902. Facebook, then, of course, had a completely different meaning than the online social media we

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Math of Deep Learning Neural Networks – Simplified (Part 2)

· Roopam Upadhyay · 6 Comments

Welcome back to this series of articles on deep learning and neural networks. In the last part, you learned how training a deep learning network is similar to a plumbing job. This time you will learn the math of deep learning. We will continue to use the plumbing analogy to simplify the seemingly complicated math. I

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Deep Learning and Neural Networks – Simplified (Part 1)

· Roopam Upadhyay · 16 Comments

The entire field of artificial intelligence, in the last few years, is built upon deep learning or deep neural networks. Notably, Apple’s Siri, Google-DeepMinds’ AlphaGo, or the self-driving mechanism in Tesla cars are all based on deep learning. Here, my goal is to make deep learning neural networks much more accessible for everyone. In this series

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Posted in Deep Learning Neural Networks |

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