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所在平台: Coursera专项课程 课程类别: 其他类别 大学或机构: CourseraNew |
课程主页: https://www.coursera.org/specializations/ibm-ai-workflow
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课程名称：IBM AI 企业工作流程专业化 课程概述：该专业化包含六门课程，旨在为您准备参加IBM AI 企业工作流程V1数据科学专家的认证考试。IBM AI企业工作流程是一个全面、端到端的流程，使数据科学家能够从业务优先级出发，构建AI解决方案，并最终将其投入生产。学习内容侧重于将业务优先级与技术实现相结合，将机器学习与视觉识别、自然语言处理等特定AI用例联系起来，以及将Python与IBM Cloud技术连接起来，以提升实践数据科学家的技能。课程中的视频、阅读材料和案例研究将指导您在假设的流媒体公司中作为数据科学家的工作。 整个专业化过程中，将着重于大型现代企业中的数据科学实践。您将学习使用IBM Cloud上的企业级工具，这些工具可用于创建、部署和测试机器学习模型。此外，您会广泛使用Jupyter笔记本和Python库等开源工具进行数据准备和模型构建。模型将通过与开源工具无缝协作的IBM Watson工具在IBM Cloud上进行部署。完成该专业化后，您将能够参加IBM AI企业工作流程的正式认证考试。 课程大纲： 1. AI工作流程：业务优先级与数据导入 2. AI工作流程：数据分析与假设检验 3. AI工作流程：特征工程与偏见检测 4. AI工作流程：机器学习、视觉识别与自然语言处理 5. AI工作流程：企业模型部署 6. AI工作流程：生产中的AI 每门课程都鼓励按顺序完成，并且可以免费注册。
Course Link: https://www.coursera.org/learn/ibm-ai-workflow-business-priorities-data-ingestion
Name:AI Workflow: Business Priorities and Data Ingestion
Description:Offered by IBM . This is the first course of a six part specialization. You are STRONGLY encouraged to complete these courses in order as ... Enroll for free.
Course Link: https://www.coursera.org/learn/ibm-ai-workflow-data-analysis-hypothesis-testing
Name:AI Workflow: Data Analysis and Hypothesis Testing
Description:Offered by IBM . This is the second course in the IBM AI Enterprise Workflow Certification specialization. You are STRONGLY encouraged to ... Enroll for free.
Course Link: https://www.coursera.org/learn/ibm-ai-workflow-feature-engineering-bias-detection
Name:AI Workflow: Feature Engineering and Bias Detection
Description:Offered by IBM . This is the third course in the IBM AI Enterprise Workflow Certification specialization. You are STRONGLY encouraged to ... Enroll for free.
Course Link: https://www.coursera.org/learn/ibm-ai-workflow-machine-learning-vr-nlp
Name:AI Workflow: Machine Learning, Visual Recognition and NLP
Description:Offered by IBM . This is the fourth course in the IBM AI Enterprise Workflow Certification specialization. You are STRONGLY encouraged to ... Enroll for free.
Course Link: https://www.coursera.org/learn/ibm-ai-workflow-machine-learning-model-deployment
Name:AI Workflow: Enterprise Model Deployment
Description:Offered by IBM . This is the fifth course in the IBM AI Enterprise Workflow Certification specialization. You are STRONGLY encouraged to ... Enroll for free.
Course Link: https://www.coursera.org/learn/ibm-ai-workflow-ai-production
Name:AI Workflow: AI in Production
Description:Offered by IBM . This is the sixth course in the IBM AI Enterprise Workflow Certification specialization. You are STRONGLY encouraged to ... Enroll for free.
This six course specialization is designed to prepare you to take the certification examination for IBM AI Enterprise Workflow V1 Data Science Specialist. IBM AI Enterprise Workflow is a comprehensive, end-to-end process that enables data scientists to build AI solutions, starting with business priorities and working through to taking AI into production. The learning aims to elevate the skills of practicing data scientists by explicitly connecting business priorities to technical implementations, connecting machine learning to specialized AI use cases such as visual recognition and NLP, and connecting Python to IBM Cloud technologies. The videos, readings, and case studies in these courses are designed to guide you through your work as a data scientist at a hypothetical streaming media company. Throughout this specialization, the focus will be on the practice of data science in large, modern enterprises. You will be guided through the use of enterprise-class tools on the IBM Cloud, tools that you will use to create, deploy and test machine learning models. Your favorite open source tools, such a Jupyter notebooks and Python libraries will be used extensively for data preparation and building models. Models will be deployed on the IBM Cloud using IBM Watson tooling that works seamlessly with open source tools. After successfully completing this specialization, you will be ready to take the official IBM certification examination for the IBM AI Enterprise Workflow.
IBM AI Enterprise Workflow专业化：这六门课程专门为您准备参加IBM AI Enterprise Workflow V1数据科学专家的认证考试。 IBM AI Enterprise Workflow是一个全面的，端到端的流程，使数据科学家能够从业务优先级开始，一直到将AI投入生产，来构建AI解决方案。该学习旨在通过将业务优先级明确地连接到技术实现，将机器学习连接到特定的AI用例（例如视觉识别和NLP）并将Python连接到IBM Cloud技术，来提高实践数据科学家的技能。这些课程中的视频，阅读材料和案例研究旨在指导您完成假设的流媒体公司作为数据科学家的工作。 在整个专业化过程中，重点将放在大型现代企业中的数据科学实践上。将指导您使用IBM Cloud上的企业级工具，这些工具将用于创建，部署和测试机器学习模型。您最喜欢的开源工具（如Jupyter笔记本和Python库）将广泛用于数据准备和构建模型。将使用与开源工具无缝协作的IBM Watson工具将模型部署在IBM Cloud上。成功完成此专业化之后，您将准备参加IBM AI Enterprise Workflow的正式IBM认证考试。