Save for later
Machine Learning Foundations for Product Managers
In this first course of the AI Product Management Specialization offered by Duke University's Pratt School of Engineering, you will build a foundational understanding of what machine learning is, how it works and when and why it is applied. To successfully manage an AI team or product and work collaboratively with data scientists, software engineers, and customers you need to understand the basics of machine learning technology. This course provides a non-coding introduction to machine learning, with focus on the process of developing models, ML model evaluation and interpretation, and the intuition behind common ML and deep learning algorithms. The course will conclude with a hands-on project in which you will have a chance to train and optimize a machine learning model on a simple real-world problem.
At the conclusion of this course, you should be able to:
1) Explain how machine learning works and the types of machine learning
2) Describe the challenges of modeling and strategies to overcome them
3) Identify the primary algorithms used for common ML tasks and their use cases
4) Explain deep learning and its strengths and challenges relative to other forms of machine learning
5) Implement best practices in evaluating and interpreting ML models
Get a Reminder
Rating | Not enough ratings |
---|---|
Length | 7 weeks |
Effort | 6 weeks of study, 3-5 hours per week |
Starts | Jun 26 (40 weeks ago) |
Cost | $49 |
From | Duke University via Coursera |
Instructor | Jon Reifschneider |
Download Videos | On all desktop and mobile devices |
Language | English |
Subjects | Programming Data Science Art & Design |
Tags | Computer Science Data Science Design And Product Machine Learning |
Get a Reminder
Similar Courses
Careers
An overview of related careers and their average salaries in the US. Bars indicate income percentile.
Research Scientist-Machine Learning $55k
Cloud Architect - Azure / Machine Learning $75k
Watson Machine Learning Engineer $81k
Machine Learning Software Developer $103k
Software Engineer (Machine Learning) $116k
Applied Scientist, Machine Learning $130k
Autonomy and Machine Learning Solutions Architect $131k
Applied Scientist - Machine Learning -... $136k
RESEARCH SCIENTIST (MACHINE LEARNING) $147k
Machine Learning Engineer 2 $161k
Machine Learning Scientist Manager $170k
Machine Learning Scientist, Personalization $213k
Write a review
Your opinion matters. Tell us what you think.
Please login to leave a review
Rating | Not enough ratings |
---|---|
Length | 7 weeks |
Effort | 6 weeks of study, 3-5 hours per week |
Starts | Jun 26 (40 weeks ago) |
Cost | $49 |
From | Duke University via Coursera |
Instructor | Jon Reifschneider |
Download Videos | On all desktop and mobile devices |
Language | English |
Subjects | Programming Data Science Art & Design |
Tags | Computer Science Data Science Design And Product Machine Learning |
Similar Courses
Sorted by relevance
Like this course?
Here's what to do next:
- Save this course for later
- Get more details from the course provider
- Enroll in this course