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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.
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Explanations

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Explanations

This course includes

2 Assessments
6 Quizzes
Course Overview
What You'll Learn
Course Content
Recommendations

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
Machine Learning System Design is an important component of any ML interview. The ability to address problems, identify requirem...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.
Improve your Machine Learning System Design skills. Apply the best techniques in order to structure and drive your interview.

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Course Content

1.

Machine Learning Primer

5 Lessons

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

2.

Video Recommendation

3 Lessons

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

3.

Feed Ranking

3 Lessons

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

4.

Ad Click Prediction

3 Lessons

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

5.

Rental Search Ranking

3 Lessons

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 Lessons

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

Course Author

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