Twenty Billion Neurons (TwentyBN), is a leading provider of real-time, interactive computer vision and artificial intelligence solutions. It is an AI company with the mission of instilling common sense into computers through video understanding and of turning inanimate devices into human eyes that can understand the world around them, assist humans, and ensure a safe and healthy lifestyle. Founded in 2015, a company is building an artificial intelligence system that interacts with humans while "looking" at them. This enables the system to understand their behavior, surrounding and the full context of the engagement. This AI solution allows people to interact with technology and each other in new and exciting ways that will impact every aspect of their lives.

By the end of 2019, there were more than 400 mass shootings in the U.S. It is the highest number of mass killings in the recent history. Gun violence in the United States needs no introduction. U. S. officials have been trying for years to find a solution to this problem, but the number of casualties is still increasing. But what if you were able to stop a shooter before he even begin to shoot? One way to do that is through artificial intelligence.

Highlights: In this post we will show how to implement a foundamental Convolutional Neural Network like \(LeNet-5\) in TensorFlow. The LeNet-5 architecture was invented by Yann LeCun in 1998 and was the first Convolutional Neural Network. The goal of \(LeNet-5 \) was to recognize handwritten digits. So, it takes as an input \(32\times32\times1 \) image. It is a grayscale image, thus the number of channels is \(1 \).