**Starting May 8, enrollment for the Machine Learning Engineering for Production Specialization will be closed. Please enroll in this specialization or to individual courses by then to gain access to this course material.**
Machine Learning Modeling Pipelines in Production
This course is part of Machine Learning Engineering for Production (MLOps) Specialization
Taught in English
Some content may not be translated
Instructor: Robert Crowe
Sponsored by MAHE Manipal
32,393 already enrolled
Course
(417 reviews)
87%
Recommended experience
What you'll learn
Apply techniques to manage modeling resources and best serve batch and real-time inference requests.
Use analytics to address model fairness, explainability issues, and mitigate bottlenecks.
Details to know
Add to your LinkedIn profile
12 quizzes
Course
(417 reviews)
87%
Recommended experience
See how employees at top companies are mastering in-demand skills
Build your subject-matter expertise
- Learn new concepts from industry experts
- Gain a foundational understanding of a subject or tool
- Develop job-relevant skills with hands-on projects
- Earn a shareable career certificate
Earn a career certificate
Add this credential to your LinkedIn profile, resume, or CV
Share it on social media and in your performance review
There are 5 modules in this course
Learn how to effectively search for the best model that will scale for various serving needs while constraining model complexity and hardware requirements.
What's included
10 videos5 readings2 quizzes2 app items1 ungraded lab
Learn how to optimize and manage the compute, storage, and I/O resources your model needs in production environments during its entire lifecycle.
What's included
13 videos7 readings2 quizzes
Implement distributed processing and parallelism techniques to make the most of your computational resources for training your models efficiently.
What's included
6 videos5 readings2 quizzes1 app item
Use model performance analysis to debug and remediate your model and measure robustness, fairness, and stability.
What's included
12 videos6 readings3 quizzes3 ungraded labs
Learn about model interpretability - the key to explaining your model’s inner workings to laypeople and expert audiences and how it promotes fairness and helps address regulatory and legal requirements for different use cases.
What's included
11 videos12 readings3 quizzes1 app item
Instructor
Offered by
Why people choose Coursera for their career
Learner reviews
Showing 3 of 417
417 reviews
- 5 stars
64.43%
- 4 stars
19.09%
- 3 stars
7.63%
- 2 stars
5.01%
- 1 star
3.81%
Recommended if you're interested in Data Science
DeepLearning.AI
DeepLearning.AI
DeepLearning.AI
DeepLearning.AI
Open new doors with Coursera Plus
Unlimited access to 7,000+ world-class courses, hands-on projects, and job-ready certificate programs - all included in your subscription
Advance your career with an online degree
Earn a degree from world-class universities - 100% online
Join over 3,400 global companies that choose Coursera for Business
Upskill your employees to excel in the digital economy