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所在平台: Udemy |
课程主页: https://www.udemy.com/course/preparation-for-azure-data-scientist-associate-dp-100-exam/
课程评论：没有评论
课程名称：为Azure数据科学家助理（DP-100）考试做准备 课程概述：微软认证的Azure数据科学家助理（DP-100）考试旨在针对在Microsoft Azure上应用数据科学和机器学习技术的专业人士，验证其构建、实施和维护机器学习模型的能力。该认证证明考生能够设计和执行端到端的机器学习工作流程，确保可扩展性、效率，并遵循伦理AI原则。考生需具备Azure机器学习（Azure ML）的实践经验，包括创建ML工作区、管理计算资源、配置数据存储和实施安全措施。考生还需擅长数据准备、运行实验、训练模型以及使用Azure ML SDK、AutoML和HyperDrive优化超参数。 考试的一个关键部分是使用Azure Kubernetes服务（AKS）、Azure容器实例（ACI）和管理端点进行模型部署。考生应熟练监控模型性能、检测漂移并重新训练模型，以保持长期的准确性。此外，考试还评估对负责任的AI实践的知识，例如模型可解释性、公平性和偏见缓解。通过获得此认证，专业人士展示了其在Azure基础的AI解决方案方面的专业知识，从而增加了他们在数据科学、AI工程和基于云的机器学习领域的职业前景。DP-100认证非常适合希望验证其构建可扩展、高效和伦理的机器学习解决方案能力的数据科学家、机器学习工程师和AI专业人士。
The Microsoft Certified: Azure Data Scientist Associate (DP-100) exam is designed for professionals who apply data science and machine learning techniques to build, implement, and maintain machine learning models in Microsoft Azure. This certification validates a candidate's ability to design and execute end-to-end machine learning workflows, ensuring scalability, efficiency, and adherence to ethical AI principles.Candidates are expected to have hands-on experience with Azure Machine Learning (Azure ML), including creating ML workspaces, managing compute resources, configuring data storage, and implementing security measures. They must also be skilled in preparing data, running experiments, training models, and optimizing hyperparameters using Azure ML SDK, AutoML, and HyperDrive.A key part of the exam is deploying models using Azure Kubernetes Service (AKS), Azure Container Instances (ACI), and Managed Endpoints. Candidates should be proficient in monitoring model performance, detecting drift, and retraining models to maintain accuracy over time. The exam also evaluates knowledge of responsible AI practices, such as model interpretability, fairness, and bias mitigation.By earning this certification, professionals demonstrate expertise in Azure-based AI solutions, increasing their career prospects in data science, AI engineering, and cloud-based machine learning. The DP-100 certification is ideal for data scientists, machine learning engineers, and AI professionals looking to validate their ability to build scalable, efficient, and ethical machine learning solutions on Azure.
