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Courses>log>Machine Learning System Design
Machine Learning System Design
Price:Paid
Length:1 hour 30 minutes
Content type:text
level:intermediate
Language:English
Updated:21 August 2022
Published:13 June 2022
Similar courses
Opportunities
Courses>>Machine Learning System Design
Machine Learning System Design
 English
 Khang Pham
DescriptionMachine 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: http://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.
Syllabus

1. Introduction

2. Feature Selection and Feature Engineering

3. Training Pipeline

4. Inference

5. Metrics Evaluation

1. Problem Statement and Metrics

2. Candidate Generation and Ranking Model

3. Video Recommendation System Design

1. Problem Statement and Metrics

2. Feed Ranking Model

3. Feed Ranking System Design

1. Problem Statement and Metrics

2. Ad Click Prediction Model

3. Ads Recommendation System Design

1. Problem Statement and Metrics

2. Booking Model

3. Rental Search Ranking System Design

1. Problem Statement and Metrics

2. Estimated Delivery Model

3. Estimate Food Delivery System Design

1. Summary

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Make the most out of your online education
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Careertail
Courses>log>Machine Learning System Design
Machine Learning System Design
Price:Paid
Length:1 hour 30 minutes
Content type:text
level:intermediate
Language:English
Updated:21 August 2022
Published:13 June 2022
Similar courses
Opportunities
Courses>>Machine Learning System Design
Machine Learning System Design
 English
 Khang Pham
DescriptionMachine 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: http://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.
Syllabus

1. Introduction

2. Feature Selection and Feature Engineering

3. Training Pipeline

4. Inference

5. Metrics Evaluation

1. Problem Statement and Metrics

2. Candidate Generation and Ranking Model

3. Video Recommendation System Design

1. Problem Statement and Metrics

2. Feed Ranking Model

3. Feed Ranking System Design

1. Problem Statement and Metrics

2. Ad Click Prediction Model

3. Ads Recommendation System Design

1. Problem Statement and Metrics

2. Booking Model

3. Rental Search Ranking System Design

1. Problem Statement and Metrics

2. Estimated Delivery Model

3. Estimate Food Delivery System Design

1. Summary

Similar courses
Opportunities
Make the most out of your online education
Careertail
Copyright © 2021 Careertail.
All rights reserved
Quick Links
Get StartedLog InAbout UsCourses
Company
BlogContactsPrivacy PolicyCookie PolicyTerms and Conditions
Stay up to date
Trustpilot