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Advanced Computer Vision with TensorFlow
Packt
2 hrs
Premium
Course OverviewTensorFlow has been gaining immense popularity over the past few months, due to its power and simplicity to use. This video will help you leverage the power of TensorFlow to perform advanced image processing. This course is a continuation of the Intro to Computer Vision course, building on top of the skills learned in that course. In this course, you'll dive deeper as we cover more advanced computer vision concepts. .You will implement multiple state-of-the-art deep learning papers from scratch using the TensorFlow-Keras API. This course will teach you how to construct efficient CNN architectures with CNN Squeeze layers and delayed downsampling . You'll learn about residual learning with skip connections and deep residual blocks, and see how to implement a deep residual neural network for image recognition. You'll find out about Google's Inception module and depthwise separable convolutions and understand how to construct an extreme Inception architecture with TF-Keras. Finally, you'll be introduced to the exciting new world of adversarial neural networks, which are responsible for recent breakthroughs in synthetic image generation and implement an auxiliary conditional GAN. Style and Approach. This video course is a practical guide to implementing TensorFlow in production and is packed with step-by-step instructions, working examples, and helpful advice about building your neural networks with TensorFlow, where you'll learn to build separable convolutional neural networks. This practical course is divided into clear byte-size chunks so you can learn at your own pace and focus on the areas that interest you the most. Target AudienceThis course is for Python developers who are interested in learning how to perform image processing using TensorFlow. A basic knowledge of TensorFlow will help you understand the concepts better. Learning ObjectivesBuild efficient architecture for convolutional neural networksConstruct a residual learning neural network for image recognitionBuild depthwise separable convolutional neural networksConstruct conditional Generative Adversarial Networks (GAN)Build an advanced and powerful multi-class image classifierBuild functional model class and methods with TensorFlow-Keras Functional APIBuild a computational graph representation of a Neural Network from state-of-the-art deep learning papersOptimize a neural network with stochastic gradient descent and other advanced optimization methods  Business OutcomesLearn how to build advanced image processing application using free tools and librariesPerform advanced image processing with Pythons APIsUnderstand and optimize various features of TensorFlow by building deep learning state-of-the-art models   
COURSE
Building Your First Advanced CRUD Application with Vue 2
Packt
4 hrs
Premium
Course OverviewVue.js is the latest JavaScript framework to take the web development community by storm. Since its release, it has managed to establish itself as one of the most popular frameworks for building user interfaces and is experiencing a rapid adoption rate. Vue.js 2, just released, has major improvements in its framework, making it leaner and faster..In this course, you will start with a quick introduction to the Vue.js application, and will learn to use the Vue CLI, Vue Loader. You will also learn to set up a well thought out folder structure for your application. You will then look into adding Vuex functionality to your application such as Vue Router and Vuex Store and how to fetch data from other websites. After that you will learn to add awesome third-party functionality to interact with a backend, and handle different events. Finally, you will configure and deploy your application, then upload it using FTP or otherwise..Style and Approach.This course supplies in-depth content balanced with tutorials that put the theory into practice. The focus of this course is on giving you both the understanding and the practical examples that will allow you master the art of web development with Vue 2 and other third-party frameworks and libraries. Target AudienceIf you are a Web Developer and want to learn how to build professional web applications using Vue.js, then you’re going to love this video tutorial. Viewers need to be familiar with the basics of HTML, CSS, and Vue.js. Learning ObjectivesHow to use the Vue Command Line Interface to scaffold a new application using WebPackHow to set up Vue Router for creating and maintaining the desired pages of your applicationHow to adequately structure your applications by setting up a well thought out folder structureHow to manage real-time backend interactivity with your application and listen for different eventsHow to deploy your application using FTP and other alternatives  Business OutcomesFilled with real-world, practical examples that show you how to jump in and start building effective web applications!Master the most important features in Vue 2 that change the game for web developersExplore different techniques that you can use while building creative web applications 
COURSE
Building Web Apps with Spring 5 and React
Packt
6 hrs
Premium
Course Overview Spring5 and React allow us to build a powerful web application that grabs the attention of Java developers. This video will be your one-stop guide to building an end-to-end, modern web app with two popular frameworks: Spring for the backend and React for the frontend.In this course, Spring is used to create the backend; you will learn to configure the Spring MVC and handle web requests. You will learn to build REST API endpoints and work with Spring's Data Access Layer using Hibernate as the ORM. You will then be introduced to other Spring components such as Spring Security, which will help you secure your backend (you'll also learn to test it). You will then move on to the frontend, where you will be introduced to React and its app development environment and components.At the end of the video, you will design your UI and create a SPA with React. Then you'll integrate your React app with the Spring backend using JSON APIs or REST protocols. Finally, you will learn to test and secure your application. Target AudienceThis video is for Java developers who would like to master both frontend and backend development. A basic knowledge of web development and Spring is assumed. Learning ObjectivesGrasp the Spring 5 MVC fundamentals and WebfluxCreate a backend with Spring 5 and Reactive ProgrammingBuild REST endpoints and consume RESTful web services.Integrate Spring5 with Hibernate•  Secure Spring5 and hibernate applications using Spring SecurityIntegrate of a ReactJS app with a Spring backend using REST Business OutcomesLearn the core aspects involved in developing a backend and UI, right from design to integrating and deploying it.Build modern web applications with popular frameworks such as Spring 5 and React.Learn to secure your application with the Spring Security component
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