Explaining AI and ML Models to Business People

所在平台: Udemy

课程主页: https://www.udemy.com/course/explaining-ai-and-ml-models-to-businesspeople/

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课程简介

课程名称:向商业人士解释人工智能与机器学习模型 课程概述:本课程旨在培养您所需的软技能和情境化技能,使您成为办公室内能够以简单易懂的方式解释人工智能和机器学习复杂思想的首选人选。提升您的机器学习和人工智能沟通能力的重要性在于,这对您的职业发展以及帮助同事和组织成功至关重要。残酷的事实是,仅仅有事实是不够的,您的措辞和风格往往比内容更重要。 本课程的目标受众是数据科学家、统计学家和数据分析师,但课程中没有涉及任何数学内容,也不需要进行任何计算和编码。这是因为许多课程和教程已经涵盖了数学和工具的内容,而重复这些内容并没有必要。更重要的是,研究显示,过多关注数学细节只会导致困惑、不信任和错误。 自从我开始机器学习和人工智能的旅程已经超过25年,在这段时间里,我见证了很多。我曾作为技术经理,后担任高管,在技术人员的多次演示中,许多演示更像是博士论文,而不是有效且可信的商业建议。因此,我开始指导人们如何更好地沟通。 在过去十多年中,我一直在教导技术人员如何沟通,如何将人际问题和商业环境进行情境化。您将学习如何用商业人士能够理解和关注的术语与他们交谈,如何提出与商业需求相符的问题,从而使您的模型的行为与之对齐,并预见和准备他们可能会提出的问题。

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课程详情

This course is about the soft skills and contextualization skills you need to become that go-to person in the office, who can explain the complex ideas about machine learning and artificial intelligence in a manner that is accessible to all.Why should you improve your machine learning and artificial intelligence communication skills? Communication skills are vital to● build your career, and● to help your colleagues and organization become successful,The hard truth is that facts are not enough. Your wording and style often matter more than your content.While this course is aimed at data scientists, statisticians, and data analysts, it doesn't contain any mathematics nor does it require any calculations and coding. Why? Firstly, because there are many courses and tutorials out there that can teach you the mathematics and tools, and I see no need to repeat them. Secondly, and more importantly, because the published research shows that spending time on the mathematical details only leads to confusion, distrust, and errors.It's more than 25 years since I started my journey in machine learning and artificial intelligence, and during that time I've seen it all. As a technical manager and later a member of the C-Suite, I sat through many presentations from technical staff. Too many of those presentations looked like a Ph.D. research paper rather than effective and trustworthy business advice. So, I started to mentor people in how to communicate better.For more than a decade now, I have been teaching technical people how to communicate, and how to contextualize the people issues and business environment.You are going to learn to talk to businesspeople in terms that they understand and that will engage their attention, ask businesspeople questions that will align your model's behavior with business needs, and anticipate and prepare for their questions.

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