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Machine Learning System Design - AI-Powered Course What is Availability in System Design?System Design Building BlocksWhat is Performance in System Design?Scalable SystemsSystem Design Guide
Intermediate
2h
Updated this week
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.
Join 2.8M developers at
Overview
Content
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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 more use-cases at: https://mlengineer.io/
Once you're done with the course, you will be able to apply and leverage knowledge from top researchers at tech companies. You will have up to date knowledge in model techniques from hundreds of the latest research and industry papers. There is even a chance that the interviewers will be surprised at the depth of your knowledge.
Machine Learning System Design is an important component of any ML interview. The ability to address problems, identify requirem...Show More
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.
Show more
TAKEAWAY SKILLS
Machine Learning
System Design
Content
21 Lessons6 Quizzes2 Assessments
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.
Certificate of Completion
Showcase your accomplishment by sharing your certificate of completion.
Course Author:
Developed by MAANG Engineers
Every Educative lesson is designed by a team of ex-MAANG software engineers and PhD computer science educators, and developed in consultation with developers and data scientists working at Meta, Google, and more. Our mission is to get you hands-on with the necessary skills to stay ahead in a constantly changing industry. No video, no fluff. Just interactive, project-based learning with personalized feedback that adapts to your goals and experience.
Trusted by 2.8 million developers working at companies
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