eliterate.me: Machine Learning System Design

Course Content

ML Design Basics
This topics covers the fundamentals of Machine Learning System Design in real world.

Requirements and Business objectives
Data Basics
Training Data
Feature Engineering
Feature Engineering II
Model Development and offline evaluation
Model deployment
Monitoring
Test in production
Infrastructure and tooling
User Experience

Interview Expectations
This topic talks about the expectations and focus areas in the interview and shares some insights into what kind of signals the interviewer captures during the interview.

Questions
This topics goes through some example questions and how to approach them.

Student Ratings & Reviews

5.0

Total 1 Rating

1 Rating

0 Rating

anchal.cell@gmail.com

2 years ago

This is a very thoughtfully designed content, post completing the course, I had an amazing interview at Microsoft and I nailed it.

Machine Learning System Design

What Will You Learn?

Course Content

ML Design Basics
This topics covers the fundamentals of Machine Learning System Design in real world.

Requirements and Business objectives

Data Basics

Training Data

Feature Engineering

Feature Engineering II

Model Development and offline evaluation

Model deployment

Monitoring

Test in production

Infrastructure and tooling

User Experience

Interview Expectations
This topic talks about the expectations and focus areas in the interview and shares some insights into what kind of signals the interviewer captures during the interview.

Introduction

Problem Navigation

Training Data

Feature Engineering

Model Development

Model Evaluation

Model Deployment

Questions
This topics goes through some example questions and how to approach them.

Restaurant recommender

YouTube recommendations

ChatGPT

Bad advertisement content

Facebook news feed

What Will You Learn?

Course Content

ML Design Basics This topics covers the fundamentals of Machine Learning System Design in real world.

Interview Expectations This topic talks about the expectations and focus areas in the interview and shares some insights into what kind of signals the interviewer captures during the interview.

Questions This topics goes through some example questions and how to approach them.

Student Ratings & Reviews

ML Design Basics
This topics covers the fundamentals of Machine Learning System Design in real world.

Interview Expectations
This topic talks about the expectations and focus areas in the interview and shares some insights into what kind of signals the interviewer captures during the interview.

Questions
This topics goes through some example questions and how to approach them.