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A Guide to Understanding Convolutional Neural Networks (CNNs) using Visualization

Analytics Vidhya

Introduction “How did your neural network produce this result?” It’s easy to explain how. The post A Guide to Understanding Convolutional Neural Networks (CNNs) using Visualization appeared first on Analytics Vidhya. ” This question has sent many data scientists into a tizzy.

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A Guide to Convolutional Neural Networks

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In this guide, we’ll talk about Convolutional Neural Networks, how to train a CNN, what applications CNNs can be used for, and best practices for using CNNs. What Are Convolutional Neural Networks CNN? CNNs learn geometric properties on different scales by applying convolutional filters to input data.

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Training a CNN from Scratch using Data Augmentation

Analytics Vidhya

Introduction My last blog discussed the “Training of a convolutional neural network from scratch using the custom dataset.” ” In that blog, I have explained: how to create a dataset directory, train, test and validation dataset splitting, and training from scratch. This blog is […].

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Image Segmentation Techniques in Computer Vision

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Well, image segmentation in computer vision is a bit like playing a high-tech version of Tetris! So get ready to flex your Tetris skills and dive into the fascinating world of image segmentation in computer vision! Have you ever played Tetris?

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A Vision for the Future: How Computer Vision is Transforming Robotics

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The goal of computer vision research is to teach computers to recognize objects and scenes in their surroundings. In this article, I would like to take a look at the current challenges in the field of robotics and discuss the relevance and applications of computer vision in this area.

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Image Augmentation: A Fun and Easy Way to Improve Computer Vision Models

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Image by istockphoto Computer vision has become a ground-breaking area in artificial intelligence and machine learning with revolutionary applications. Computer vision has changed how we see and interact with the world, from autonomous vehicles navigating complex metropolitan landscapes to medical imaging identifying diseases.

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AI Emotion Recognition Using Computer Vision

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Photo by Andrea Piacquadio: [link] Computer vision is one of the most widely used and evolving fields of AI. It gives the computer the ability to observe and learn from visual data just like humans. In this process, the computer derives meaningful information from digital images, videos etc.