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所在平台: Coursera |
课程主页: https://www.coursera.org/learn/solve-problems-ai-machine-learning
课程评论：没有评论
课程名称：利用人工智能和机器学习解决商业问题 课程概述： 人工智能（AI）和机器学习（ML）已成为许多组织工具箱中的重要组成部分。当这些工具得到有效使用时，能够提供可行的洞察，推动关键决策，并使组织能够创造出令人兴奋的新产品和服务。本课程是认证人工智能从业者（CAIP）专业认证的四门课程中的第一门，旨在为AI/ML的世界提供一个入门点。在本课程中，您将学习AI/ML能够解决的商业问题，以及能够解决这些问题的具体AI/ML技术。此外，您将了解机器学习的一般工作流程，以及支持该工作流程的工具和资源。课程也强调了伦理在AI/ML中的重要性，并提供了应对伦理挑战的技巧。 最终，本课程将引导您思考AI/ML的“为什么”，并确保您在后续更技术性的课程中进行的工作都有明确的商业目标。 课程大纲： 1. 应用AI和ML于商业问题 本模块开始探索AI和ML作为解决方案的有效性，并帮助识别最适合这些技术的商业问题。 2. 选择合适的工具 本模块提供常用软件和硬件工具的概述，以支持AI和机器学习技术的实施。了解可选工具有助于您在选择自己环境中的工具时做出更好的决策。 3. 促进数据隐私和伦理实践 AI和机器学习虽然有潜力彻底改变商业，但也会对社会及其个体产生重大影响。本模块探讨与这些技术相关的伦理风险，以及减轻这些风险的策略。 4. 应用所学知识 您将进行一个项目，应用课程中所学的知识于实际场景中。
Name:Apply AI and ML to Business Problems
Description:Deep learning, machine learning (ML), and other forms of artificial intelligence (AI) are on the rise. Organizations use these technologies to inform business decisions and guide operations—often with profound results. However, it can be challenging to identify which business problems are most amenable to these technologies. In this first module, you'll begin exploring AI and ML as solutions to these problems.
Name:Select Appropriate Tools
Description:The second module in this course provides an overview of software and hardware tools that are commonly used to implement and/or support AI and machine learning techniques. Even if you won't end up trying every tool out there, it's important to be informed about your options so that you'll make better decisions when it comes time to select tools for your own environment.
Name:Promote Data Privacy and Ethical Practices
Description:As AI and machine learning have the potential to revolutionize business, so too will they bring significant changes to society and the individuals in that society. It's vital that anyone involved in developing such technologies, including practitioners, is prepared to handle the ethical risks that arise. In this module, you'll explore those ethical risks, as well as strategies for mitigating such risks.
Name:Apply What You've Learned
Description:You'll work on a project in which you'll apply your knowledge of the material in this course to practical scenarios.
Artificial intelligence (AI) and machine learning (ML) have become an essential part of the toolset for many organizations. When used effectively, these tools provide actionable insights that drive critical decisions and enable organizations to create exciting, new, and innovative products and services. This is the first of four courses in the Certified Artificial Intelligence Practitioner (CAIP) professional certification. This course is meant as an entry point into the world of AI/ML. You'll learn about the business problems that AI/ML can solve, as well as the specific AI/ML technologies that can solve them. In addition, you'll get an overview of the general workflow involved in machine learning, as well as the tools and other resources that support it. This course also promotes the importance of ethics in AI/ML, and provides you with techniques for addressing ethical challenges. Ultimately, this course will get you thinking about the "why?" of AI/ML, and it will ensure that your more technical work in later courses is done with clear business goals in mind.
