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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.

AI-POWERED

Explanations

AI-POWERED

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

What You'll Learn

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

Course Content

Machine Learning Primer

5 Lessons

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

Introduction

Feature Selection and Feature Engineering

Training Pipeline

Inference

Metrics Evaluation

Video Recommendation

3 Lessons

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

Problem Statement and Metrics

Candidate Generation and Ranking Model

Video Recommendation System Design

Feed Ranking

3 Lessons

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

Problem Statement and Metrics

Feed Ranking Model

Feed Ranking System Design

Ad Click Prediction

3 Lessons

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

Problem Statement and Metrics

Ad Click Prediction Model

Ads Recommendation System Design

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.

Problem Statement and Metrics

Booking Model

Rental Search Ranking System Design

Estimate Food Delivery Time

3 Lessons

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

Problem Statement and Metrics

Estimated Delivery Model

Estimate Food Delivery System Design

Conclusion

1 Lessons

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

Summary

Machine Learning Knowledge

Assessment

Machine Learning Model Diagnosis

Assessment

Course Author

Khang Pham

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Hands-on Learning Powered by AI

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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

Put your skills to the test in a simulated interview setting. Receive personalized feedback based on your performance. Available in Premium & Premium Plus plans.

Adaptive Learning

At various checkpoints throughout Educative courses, you will be prompted to take a quick assessment. Receive a condensed curriculum tailored to your strengths and skill gaps.

Explain with AI

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AI Code Mentor

AI Code Mentor helps you quickly identify errors in your code, learn from your mistakes, and nudge you in the right direction — just like a 1:1 tutor!

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