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所在平台: Udemy |
课程主页: https://www.udemy.com/course/automated-ml-testing/
课程评论：没有评论
课程名称：成为自动化机器学习测试专家 课程概述：通过我们的综合课程“成为自动化机器学习测试专家”，解锁您在机器学习领域的潜力。该课程适合初学者和专业人士，提供简单易懂的机器学习测试和自动化指南。您将从机器学习的基础知识入手，学习数据收集、预处理、模型训练和评估等关键概念，为深入学习更高级主题打下坚实基础。 在课程进程中，您将深入了解自动化测试的具体细节。您将学习如何编写测试脚本，以通过检查缺失值、重复值和异常值来验证数据质量，确保您的数据干净且可靠。课程还涵盖如何使用回归（例如 MAE、MSE、RMSE、R²）和分类（包括准确率、精确率、召回率、F1 分数、ROC-AUC）等重要指标来评估模型，使您具备准确衡量性能的技能。 此外，我们还将涵盖先进的测试技术，如交叉验证、稳健性和压力测试。您将通过实践练习获得实际经验，学习如何将测试集成到持续集成和部署管道中。通过对公平性和偏差测试的深入探讨，以及使用流行的机器学习库和自动化工具的指导，您将全面装备，能够构建可扩展、安全且高性能的机器学习模型。加入我们，利用行业领先的测试策略和自动化技能，转变您的机器学习项目！
Unlock the potential of your machine learning career with our comprehensive course, "Become an Expert in Automated Machine Learning Testing." This course is designed for beginners and professionals alike, providing an easy-to-follow guide into the world of ML testing and automation. You'll start with the fundamentals of machine learning, learning key concepts such as data collection, preprocessing, model training, and evaluation. This solid foundation ensures you're well-prepared to tackle more advanced topics.As you progress, you'll dive into the specifics of automated testing. You'll learn how to write test scripts to verify data quality by checking for missing values, duplicates, and outliers, ensuring your data is clean and reliable. The course also covers how to evaluate your models using essential metrics for both regression (like MAE, MSE, RMSE, R²) and classification (including Accuracy, Precision, Recall, F1-Score, ROC-AUC), giving you the skills to measure performance accurately.In addition, we cover advanced testing techniques such as cross-validation, robustness, and stress testing. You'll gain practical experience with hands-on exercises that show you how to integrate testing into your continuous integration and deployment pipelines. With insights on fairness and bias testing, as well as guidance on using popular ML libraries and automation tools, you'll be fully equipped to build scalable, secure, and high-performing ML models. Join us to transform your ML projects with industry-leading testing strategies and automation skills!
