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所在平台: Udemy |
课程主页: https://www.udemy.com/course/deploying-machine-learning-models-with-flask-for-beginners/
课程评论:没有评论
课程名称:初学者的 Flask 机器学习模型部署 课程概述: 本课程将带领学习者深入数据科学领域,使用 Python 创建自己的 API(应用程序接口),使我们能够发送数据并接收模型返回的预测结果。课程是一个实践性很强的动手项目,旨在教会初学者如何使用 Flask Web 框架部署训练好的机器学习模型,即神经网络。学员无需具备 Flask 的先验知识,但需对神经网络和 Python 有基本了解。我们将逐步进行学习和编码,讲师会在过程中详细解释每个步骤。 除了机器学习 API,我们还将使用迁移学习来利用先进的神经网络,并使用用户友好的 HTML 模板,为最终用户提供一个视觉上吸引人的应用界面。用户能够上传图片,我们的模型将返回图像分类预测。所有资源均免费提供,学员可以下载所需的工具。 课程的意义: 为什么选择数据科学和机器学习?在当今乃至未来的世界中,机器学习和人工智能将成为经济的驱动力。不论你是企业家还是员工,哪个行业的人,机器学习(特别是深度学习神经网络)都将成为你的工作重心。讲师提到,个人经验表明,掌握数据科学相关技能的求职者将在就业市场上受到企业的青睐。学习这一主题不仅能极大提高职业机会,还能提升工作满意度。 准备好动手实践,深入探索这个当今社会最热门的话题吧!
About this courseLet's dive into data science with python and learn how we can create our own API (Application Programming Interface) where we can send data to and let our model return a prediction.This course is a practical hands on course where we learn to deploy our trained machine learning models aka neural networks with the flask web framework.This is a beginners class. You don't need any pre-knowlege about flask but you should know about neural networks and python. We will learn and code step by step together and I will explain what we do along the way.Besides machine learning apis we will also use transferlearning to use an advanced neural network and use a userfriendly HTML template to give the enduser a visual appealing interface for our application. The user can upload an image and our model will return an image classification predictionAll the resources will be provided and you can download all the used tools completely for free.Sounds interesting? I hope so! Let's dive in and do this together. Let's acquire new skills and create new opportunities for us.In GeneralWhy datascience and machine learning? Well...In the world of today and especially tomorrow machine learning and artificial intelligence will be the driving force of the economy. Data science No matter who you are, an entrepreneur or an employee, and in which industry you are working in, machine learning (especially deep learning neural networks) will be on your agenda.from me personal:"From my personal experience I can tell you that companies will actively searching for you if you aquire some skills in the data science field. Diving into this topic can not only immensly improve your career opportunities but also your job satisfaction!"It's time to get your hands dirty and dive into one of the hottest topics on this planet.