DeepLearning.AI
Introduction to Machine Learning in Production
DeepLearning.AI

Introduction to Machine Learning in Production

This course is part of Machine Learning Engineering for Production (MLOps) Specialization

Taught in English

Some content may not be translated

Andrew Ng
Cristian Bartolomé Arámburu

Instructors: Andrew Ng

Top Instructor

106,623 already enrolled

Course

Gain insight into a topic and learn the fundamentals

4.8

(2,814 reviews)

|

98%

Advanced level

Recommended experience

11 hours (approximately)
Flexible schedule
Learn at your own pace

What you'll learn

  • Identify the key components of the ML lifecycle and pipeline and compare the ML modeling iterative cycle with the ML product deployment cycle.

  • Understand how performance on a small set of disproportionately important examples may be more crucial than performance on the majority of examples.

  • Solve problems for structured, unstructured, small, and big data. Understand why label consistency is essential and how you can improve it.

Details to know

Shareable certificate

Add to your LinkedIn profile

Assessments

6 quizzes

Course

Gain insight into a topic and learn the fundamentals

4.8

(2,814 reviews)

|

98%

Advanced level

Recommended experience

11 hours (approximately)
Flexible schedule
Learn at your own pace

See how employees at top companies are mastering in-demand skills

Placeholder

Build your subject-matter expertise

This course is part of the Machine Learning Engineering for Production (MLOps) Specialization
When you enroll in this course, you'll also be enrolled in this Specialization.
  • 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
Placeholder
Placeholder

Earn a career certificate

Add this credential to your LinkedIn profile, resume, or CV

Share it on social media and in your performance review

Placeholder

There are 3 modules in this course

This week covers a quick introduction to machine learning production systems focusing on their requirements and challenges. Next, the week focuses on deploying production systems and what is needed to do so robustly while facing constantly changing data.

What's included

9 videos4 readings2 quizzes1 app item1 ungraded lab

This week is about model strategies and key challenges in model development. It covers error analysis and strategies to work with different data types. It also addresses how to cope with class imbalance and highly skewed data sets.

What's included

16 videos2 readings2 quizzes1 ungraded lab

This week is all about working with different data types and ensuring label consistency for classification problems. This leads to establishing a performance baseline for your model and discussing strategies to improve it given your time and resources constraints.

What's included

16 videos5 readings2 quizzes1 ungraded lab

Instructors

Instructor ratings
4.9 (924 ratings)
Andrew Ng

Top Instructor

DeepLearning.AI
42 Courses7,173,810 learners

Offered by

DeepLearning.AI

Recommended if you're interested in Machine Learning

Why people choose Coursera for their career

Felipe M.
Learner since 2018
"To be able to take courses at my own pace and rhythm has been an amazing experience. I can learn whenever it fits my schedule and mood."
Jennifer J.
Learner since 2020
"I directly applied the concepts and skills I learned from my courses to an exciting new project at work."
Larry W.
Learner since 2021
"When I need courses on topics that my university doesn't offer, Coursera is one of the best places to go."
Chaitanya A.
"Learning isn't just about being better at your job: it's so much more than that. Coursera allows me to learn without limits."

Learner reviews

Showing 3 of 2814

4.8

2,814 reviews

  • 5 stars

    84.79%

  • 4 stars

    12.55%

  • 3 stars

    1.83%

  • 2 stars

    0.53%

  • 1 star

    0.28%

SK
5

Reviewed on Jan 7, 2023

PR
5

Reviewed on May 24, 2021

EG
5

Reviewed on May 19, 2021

New to Machine Learning? Start here.

Placeholder

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

Frequently asked questions