|
所在平台: Udemy |
课程主页: https://www.udemy.com/course/deploy-image-classification-flask-web-app-in-pythonanywhere/
课程评论：没有评论
**课程名称：** 使用Python在云端构建和部署机器学习应用 **课程概述：** 本课程将从零开始，教您如何在云平台部署端到端的机器学习图像分类Web应用。图像处理和分类是数据科学中的重要领域，在当今工业界有着广泛的应用，许多企业正在寻找具备这些技能的数据科学家。 本课程将涵盖数据预处理、模型构建、评估、调优和生产部署的建模技术。 **课程内容亮点：** * **图像处理基础：** 学习使用Scikit-Image进行图像处理，这是必备技能。 * **特征提取：** 掌握图像的预处理技术和特征提取方法，例如HOG（Histogram of Oriented Gradients）。 * **模型构建：** * 学习图像标注、使用Scikit-Image和Python进行图像数据预处理和分析。 * 训练机器学习模型，我们将采用SGD Classifier（Stochastic Gradient Descent Classifier）进行图像分类。 * 进行模型评估和机器学习模型的流水线化（pipeline）。 * **Web应用开发：** * 使用Flask框架创建Web应用，并集成HTML、CSS和Bootstrap。 * **云端部署：** * 将Web应用最终部署在云平台PythonAnywhere上。 **您将学到的技能：** * Python编程 * Scikit-Image图像预处理 * HOG特征提取 * Base Estimator and Transformer * MixIn * SGD Classifier * 创建和构建模型流水线（Pipeline Model） * 超参数调优（Hyperparameter Tuning） * Flask Web框架 * HTTP方法 * PythonAnywhere云端部署 如果您在构建图像分类Flask Web应用过程中有任何疑问，欢迎在问答区提问，我们将竭诚为您解答。 期待在课程中与您相见！
Welcome to Deploy End to End Machine Learning-based Image Classification Web App in Cloud Platform from scratchImage Processing & classification is one of the areas of Data Science and has a wide variety of applications in the industries in the current world. Many industries looking for a Data Scientist with these skills. This course covers modeling techniques for data preprocessing, model building, evaluation, tuning, and productionWe start the course by learning Scikit Image for image processing which is the essential skill required and then we will do the necessary preprocessing techniques & feature extraction to an image like HOG.After that we will start building the project. In this course you will learn how to label the images, image data preprocessing and analysis using scikit image and python. Then we will train machine learning here we will see Stochastic Gradient Descenct Classifier for image classification and followed by model evaluation proces and pipeline the machine learning model.After that we will create web app in Flask by rendering HTML, CSS, Boostrap. Then, we finally deploy web app in Python Anywhere which is cloud platform.WHAT YOU LEARN ?PythonScikit ImageData PreprocessingHOGBase Estimator and TransformerMixInSGD ClassifierCreate and Make Pipeline ModelHyperparameter TuningFlaskHTTP methodsDeploy in PythonAnywhereWe know that the Image Classification Flask Web App is one of those topics that always leaves some doubts. Feel free to ask question in Q & A, we are happy to answer you question.I am super excited and see you in the course!!!
