Machine Learning System Design

Machine Learning System Design

Gain insights into ML system design, state-of-the-art techniques, and best practices for scalable production. Learn from top researchers and stand out in your next ML interview.

Intermediate

21 Lessons

1h 30min

Certificate of Completion

Gain insights into ML system design, state-of-the-art techniques, and best practices for scalable production. Learn from top researchers and stand out in your next ML interview.

AI-POWERED

Explanations

AI-POWERED

Explanations

This course includes

2 Assessments
6 Quizzes

This course includes

2 Assessments
6 Quizzes

Course Overview

Machine Learning System Design is an important component of any ML interview. The ability to address problems, identify requirements, and discuss tradeoffs helps you stand out among hundreds of other candidates. Readers of this course able to get offers from Snapchat, Facebook, Coupang, Stitchfix and LinkedIn. This course will help you understand the state of the practice on model techniques along with best practices in applying ML models in production at scale. Once you finished the course you can learn ...Show More

TAKEAWAY SKILLS

Machine Learning

System Design

What You'll Learn

Improve your Machine Learning System Design skills. Apply the best techniques in order to structure and drive your interview.

What You'll Learn

Improve your Machine Learning System Design skills. Apply the best techniques in order to structure and drive your interview.

Show more

Course Content

1.

Machine Learning Primer

Get familiar with core machine learning principles, from feature engineering to model deployment.
2.

Video Recommendation

Discover the logic behind developing and optimizing scalable video recommendation systems for enhanced user engagement.
3.

Feed Ranking

Work your way through optimizing feed ranking with personalized models for enhanced user engagement.
4.

Ad Click Prediction

Enhance your skills in designing and optimizing ad click prediction models for better ad performance.
5.

Rental Search Ranking

Take a closer look at designing Airbnb's rental search ranking system with a booking prediction model and performance metrics.
6.

Estimate Food Delivery Time

3 Lessons

See how it works to design an accurate, scalable food delivery time estimation system.
7.

Conclusion

1 Lesson

Build on comprehensive insights into designing practical Machine Learning systems for diverse applications.

Course Author

Trusted by 1.4 million developers working at companies

Anthony Walker

@_webarchitect_

Evan Dunbar

ML Engineer

Carlos Matias La Borde

Software Developer

Souvik Kundu

Front-end Developer

Vinay Krishnaiah

Software Developer

Eric Downs

Musician/Entrepeneur

Kenan Eyvazov

DevOps Engineer

Souvik Kundu

Front-end Developer

Eric Downs

Musician/Entrepeneur

Anthony Walker

@_webarchitect_

Evan Dunbar

ML Engineer

Hands-on Learning Powered by AI

See how Educative uses AI to make your learning more immersive than ever before.

Instant Code Feedback

Evaluate and debug your code with the click of a button. Get real-time feedback on test cases, including time and space complexity of your solutions.

AI-Powered Mock Interviews

Adaptive Learning

Explain with AI

AI Code Mentor

FOR TEAMS

Interested in this course for your business or team?

Unlock this course (and 1,000+ more) for your entire org with DevPath