开始时间: 12/21/2023 持续时间: Approximately 4 months to complete Suggested pace of 3 hours/week
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所在平台: Coursera专项课程 |
课程主页: https://www.coursera.org/specializations/ai-product-management-duke
课程评论：没有评论
What you will learn
Identify when and how machine learning can applied to solve problems
Apply human-centered design practices to design AI product experiences that protect privacy and meet ethical standards
Lead machine learning projects using the data science process and best practices from industry
Identify and mitigate privacy and ethical risks in AI projects
Skills you will gain
Data Science
Artificial Intelligence (AI)
Machine Learning
Predictive Analytics
Modeling
Artificial Neural Network
Project Management
Privacy
Design Thinking
Ethics
About this Specialization
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Organizations in every industry are accelerating their use of artificial intelligence and machine learning to create innovative new products and systems. This requires professionals across a range of functions, not just strictly within the data science and data engineering teams, to understand when and how AI can be applied, to speak the language of data and analytics, and to be capable of working in cross-functional teams on machine learning projects.
This Specialization provides a foundational understanding of how machine learning works and when and how it can be applied to solve problems. Learners will build skills in applying the data science process and industry best practices to lead machine learning projects, and develop competency in designing human-centered AI products which ensure privacy and ethical standards. The courses in this Specialization focus on the intuition behind these technologies, with no programming required, and merge theory with practical information including best practices from industry. Professionals and aspiring professionals from a diverse range of industries and functions, including product managers and product owners, engineering team leaders, executives, analysts and others will find this program valuable.
Applied Learning Project
Learners will implement three projects throughout the course of this Specialization:
1) In Course 1, you will complete a hands-on project where you will create a machine learning model to solve a simple problem (no coding necessary) and assess your model's performance.
2) In Course 2, you will identify and frame a problem of interest, design a machine learning system which can help solve it, and begin the development of a project plan.
3) In Course 3, you will perform a basic user experience design exercise for your ML-based solution and analyze the relevant ethical and privacy considerations of the project.
Shareable Certificate
Shareable Certificate
Earn a Certificate upon completion
100% online courses
100% online courses
Start instantly and learn at your own schedule.
Flexible Schedule
Flexible Schedule
Set and maintain flexible deadlines.
Beginner Level
Beginner Level
No programming experience or prior knowledge of machine learning / AI required.
Hours to complete
Approximately 4 months to complete
Suggested pace of 3 hours/week
Available languages
English
Subtitles: English
Shareable Certificate
Shareable Certificate
Earn a Certificate upon completion
100% online courses
100% online courses
Start instantly and learn at your own schedule.
Flexible Schedule
Flexible Schedule
Set and maintain flexible deadlines.
Beginner Level
Beginner Level
No programming experience or prior knowledge of machine learning / AI required.
Hours to complete
Approximately 4 months to complete
Suggested pace of 3 hours/week
Available languages
English
Subtitles: English
Course Link: https://www.coursera.org/learn/machine-learning-foundations-for-product-managers
Name:Machine Learning Foundations for Product Managers
Description:Offered by Duke University. In this first course of the AI Product Management Specialization offered by Duke University's Pratt School of ... Enroll for free.
Course Link: https://www.coursera.org/learn/managing-machine-learning-projects
Name:Managing Machine Learning Projects
Description:Offered by Duke University. This second course of the AI Product Management Specialization by Duke University's Pratt School of Engineering ... Enroll for free.
Course Link: https://www.coursera.org/learn/human-factors-in-artificial-intelligence
Name:Human Factors in AI
Description:Offered by Duke University. This third and final course of the AI Product Management Specialization by Duke University's Pratt School of ... Enroll for free.
