Reliable Machine Learning

Reliable Machine Learning

A crash course on making ML software more reliable, including best practices on testing and other aspects of defensive programming.

Intermediate

32 Lessons

8h

Certificate of Completion

A crash course on making ML software more reliable, including best practices on testing and other aspects of defensive programming.

AI-POWERED

Explanations

AI-POWERED

Explanations

This course includes

29 Playgrounds
6 Challenges
6 Quizzes

This course includes

29 Playgrounds
6 Challenges
6 Quizzes

Course Overview

Ensuring the reliability and robustness of machine learning models is essential to building successful ML-powered applications. This course begins with a thorough introduction to software testing essentials, particularly use cases within the machine learning context. You’ll learn about topics related to software testing, including unit and integration testing and more advanced testing techniques. Next, you’ll learn the best practices in software testing and dive into ML-specific testing techniques, such as...Show More

TAKEAWAY SKILLS

Unit Testing

Debugging

Data Pipeline Engineering

Data Cleaning

What You'll Learn

An understanding of different types of testing and their importance in ML applications

Familiarity with using Pytest to enhance the robustness of machine learning systems

An in-depth understanding of the best (and worst) practices of testing

Hands-on experience monitoring machine learning applications for issues

What You'll Learn

An understanding of different types of testing and their importance in ML applications

Show more

Trusted by 1.4 million developers working at companies

Anthony Walker

@_webarchitect_

Emma Bostian 🐞

@EmmaBostian

Evan Dunbar

ML Engineer

Carlos Matias La Borde

Software Developer

Souvik Kundu

Front-end Developer

Vinay Krishnaiah

Software Developer

Eric Downs

Musician/Entrepeneur

Kenan Eyvazov

DevOps Engineer

Souvik Kundu

Front-end Developer

Eric Downs

Musician/Entrepeneur

Anthony Walker

@_webarchitect_

Emma Bostian 🐞

@EmmaBostian

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