We live in an age increasingly dominated by algorithms. As machine learning models begin making important decisions based on massive datasets, we need to be aware of their limitations in the real world. Whether it's making loan decisions or re-routing traffic, machine learning models need to accurately reflect our shared values. In this course, we will explore the rise of algorithms, from the most basic to the fully-autonomous, and discuss how to make them more ethically sound.
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课程信息
您将获得的技能
- Understanding of algorithms
- Familiarity with predictive models
- Overview of ethics considersations
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LearnQuest
LearnQuest is the preferred training partner to the world’s leading companies, organizations, and government agencies. Our team boasts 20+ years of experience designing, developing and delivering a full suite industry-leading technology education classes and training solutions across the globe. Our trainers, equipped with expert industry experience and an unparalleled commitment to quality, facilitate classes that are offered in various delivery formats so our clients can obtain the training they need when and where they need it.
授课大纲 - 您将从这门课程中学到什么
Getting Started: Algorithms
Welcome to the course! We're going to get started with an overview of the course structure as well as an introductory look at the world of algorithms
AI and Model Outcomes
This week, we are going to dive into predictive modeling the core differences in theory and practice
Rules for AI: training and constraints
This week we are going to focus on machine learning accuracy and training guidelines in the quest for more accurate and ethical models
Ethical AI: Cause and Effect
In our final week, we're going to ask some big questions about where all this predictive intelligence leads. We will discuss the trajectory of artificial intelligence and the broader implications for society as well
审阅
- 5 stars80%
- 4 stars14.16%
- 3 stars3.33%
- 2 stars0.83%
- 1 star1.66%
来自ARTIFICIAL INTELLIGENCE ALGORITHMS MODELS AND LIMITATIONS的热门评论
the course was great which me a proper understanding about how AI think and what are the consequences of AI
An excellent course to know about the basics of AI ethics
Very broad concepts but still engaging and thought provoking. This course focuses more on AI ethics rather than algorithms.
there must be some practical approaches where different algorithms , methodologies are used and working , advantages and disadvantages
关于 Ethics in the Age of AI 专项课程
As machine learning models begin making important decisions based on massive datasets, we need to be aware of their limitations. In this specialization, we will explore the rise of algorithms, fundamental issues of fairness and bias in machine learning, and basic concepts involved in security and privacy of machine learning projects. We'll finish with a study of 3 projects that will allow you to put your new skills into action.

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