YOLO divides the input image into an SxS grid. And for each grid predicts if the centre of an object is present within t

GANs are a neural network pair that are trained through an adversarial process. The 2 parts of a GAN are a Generator and a Critic/Discriminator. The role of the generator is to generate high-quality data that is similar to training data, and the role of the critic is to differentiate between the generated data and the real data. The objective function of the generator is to maximise the loss of the critic, and the objective function of the critic is to minimize its loss.,Second, YOLO reasons globally about the image when making predictions. Unlike sliding window and region proposal-based techniques, YOLO sees the entire image during training and test time so it implicitly encodes contextual information about classes as well as their appearance.,There are numerous applications for GANs and many new applications are coming out all the time. But since this article is about computer vision, two extremely interesting applications of GANs are:,Check in with yourself and listen to yellow flags. Do they come across as violent and angry? Did you feel more or less safe when they helped protect you? If you ever feel unsafe, please use these resources or similar ones.,The story went viral and I was inundated with emails asking to know more about Abhinav’s plans and wishing him every success in the journey. In November 2019, Abhinav hardly knew anyone in Houston but in a matter of months, he could count hundreds of people in America who were eager to be a part of his journey to create a Vedic ecosystem.,We all make mistakes and are in situations in which we’re to blame. However, people shouldn’t make you feel like you’re always at fault. Further, if you did mess up, the resulting conversations should be fair and respectful, not accusatory or anxiety-inducing.,During COVID-19 lockdowns, huge swaths of teens experienced an increase in sleep and family time. These changes were much more dramatic than the 15-minute reduction in daily social media use, and according to Twenge herself, these two factors were responsible for the improvement in mental health.,Think of this process as analogous to a thief and the police. The thieves want to fool the police and keep improving their tools and techniques, and the police want to catch the thieves so they improve too. The generator is like the thief and the critic is like the police.,Generative adversarial networks or GANs for short were introduced by Ian J. Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, Yoshua Bengio in their paper “Generative Adversarial Networks” which you can read here.,You deserve to feel fulfilled, happy, secure and important in relationships. You deserve people who treat you in genuine, fair, compassionate ways. Do your best to be honest with yourself and check in with yourself or other trusted loved ones when you have a gut feeling about a yellow or red flag. Remember, you are worthy of good relationships and will find people who treat you well, so hold out for those and let go of others. If you ever feel unsafe or are experiencing abuse, please check out resources when you feel safe doing so.,Having someone protect us can feel romantic, especially after so many movies have portrayed similar situations that way. While self-defense or defending someone else may require strong emotional or physical acts, it shouldn’t require more than is necessary to get away to emotional or physical safety. The purpose and intended result should be your safety, not someone else’s harm.,In January 2020, I shared the story of Abhinav Goswami, who decided to bring to America the gifts of ancient India — extraordinary health, ethical A2 dairy products, Vedic education and more. His dream is to build or facilitate 108 Gaushalas all over the world. You can read it here; in fact, I recommend that you read it before you proceed with this article: https://medium.com/age-of-awareness/i-would-like-to-offer-america-the-best-of-ancient-india-ethical-milk-vedic-education-and-e240fac2d21e,You deserve to feel fulfilled, happy, secure and important in relationships. You deserve people who treat you in genuine, fair, compassionate ways. Do your best to be honest with yourself and check in with yourself or other trusted loved ones when you have a gut feeling about a yellow or red flag. Remember, you are worthy of good relationships and will find people who treat you well, so hold out for those and let go of others. If you ever feel unsafe or are experiencing abuse, please check out resources when you feel safe doing so.,Remember that it’s okay to make mistakes sometimes, especially if we learn from them. However, also remember that not every bad thing is your fault, and people shouldn’t unfairly put the blame upon you or make you feel bad. You deserve to feel happy and be treated right, and if not, you may want to let go of the relationship.,Third, YOLO learns generalizable representations of objects. Since YOLO is highly generalizable it is less likely to break down when applied to new domains or unexpected inputs.”