Home>Courses>Reliable Machine Learning

Reliable Machine Learning

Explore how to ensure reliability in ML models. Gain insights into software testing, ML-specific techniques, runtime checks, and monitoring tools to build robust ML systems effectively.

Intermediate

32 Lessons

Certificate of Completion

Explore how to ensure reliability in ML models. Gain insights into software testing, ML-specific techniques, runtime checks, and monitoring tools to build robust ML systems effectively.

AI-POWERED

Explanations

AI-POWERED

Explanations

This course includes

29 Playgrounds

6 Challenges

6 Quizzes

Course Overview

What You'll Learn

Course Content

Recommendations

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

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

Course Content

Introduction to Reliable ML

5 Lessons

Get familiar with enhancing machine learning system reliability through robust testing and maintenance.

Who Should Take This Course?

Why Do We Need Tests?

Various Software Testing Paradigms

Example: Microservice Lacking Tests

Quiz: Introduction to Reliable ML

Software Testing

7 Lessons

Solve challenges with unit testing, pytest, integration testing, and advanced software testing techniques.

Unit Testing

Introduction to pytest

Fixtures in pytest

Integration Testing

Mocks and Patches

Mutation and Property-Based Tests

Quiz: Software Testing

Best and Worst Practices

4 Lessons

Examine best practices and pitfalls in test-driven development, negative versus flaky tests, and test automation.

Test-Driven Development

Flaky and Negative Tests

Automation of Testing

Quiz: Best and Worst Practices

ML-Specific Tests

8 Lessons

Apply your skills to implement robust ML-specific tests ensuring reliability and consistency.

Why Machine Learning is Specific

Behavioral Testing

Comparing the Environments

Tests for Exact Values

Smoke Tests for the ML Pipeline

Fixtures and Mocks in Machine Learning Tests

Samples as Tests

Quiz: ML-Specific Tests

ML Software Reliability outside of Tests

5 Lessons

Improve ML service reliability using robust runtime checks, type hinting, logging, and monitoring.

Runtime Checks

Type Hinting

Logging and Debugging

ML Monitoring Guide

Quiz: ML Software Reliability Outside of Tests

Wrapping Up

1 Lessons

Focus on implementing testing to enhance machine learning software's reliability and scalability.

Conclusion

Appendix

2 Lessons

Master advanced pytest features and access key resources for enhancing machine learning reliability.

Advanced pytest Features

Links for Additional Reading

Course Author

Arseny Kravchenko and

Bogdan Pechenkin

Trusted by 2.5 million developers working at companies

"These are high-quality courses. Trust me. I own around 10 and the price is worth it for the content quality. EducativeInc came at the right time in my career. I'm understanding topics better than with any book or online video tutorial I've done. Truly made for developers. Thanks"

Anthony Walker

@_webarchitect_

"Just finished my first full #ML course: Machine learning for Software Engineers from Educative, Inc. ... Highly recommend!"

Evan Dunbar

ML Engineer

"You guys are the gold standard of crash-courses... Narrow enough that it doesn't need years of study or a full blown book to get the gist, but broad enough that an afternoon of Googling doesn't cut it."

Carlos Matias La Borde

Software Developer

"I spend my days and nights on Educative. It is indispensable. It is such a unique and reader-friendly site"

Souvik Kundu

Front-end Developer

"Your courses are simply awesome, the depth they go into and the breadth of coverage is so good that I don't have to refer to 10 different websites looking for interview topics and content."

Vinay Krishnaiah

Software Developer

"I've tried probably 5-7 different sites and Educative is easily the best. It perfectly blends explanation with interactivity"

Eric Downs

Musician/Entrepeneur

Hands-on Learning Powered by AI

See how Educative uses AI to make your learning more immersive than ever before.

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

Select any text within any Educative course, and get an instant explanation — without ever leaving your browser.

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!

Recommended before starting this course

Course

Mastering Unit Testing with Pytest

Gain insights into writing and executing tests with pytest. Learn about core concepts, organizing tests, assertions, fixtures, and achieving high test coverage to enhance software quality.

intermediate

7 hours

Course

Clean Code in Python

Want to learn how to code cleanly? Discover Python basics to advanced topics like decorators, descriptors, and async programming. Get hands-on experience to confidently build skills and write maintainable code.

advanced

37 hours

Course

Mastering Unit Testing with Pytest

Related Courses and Skill Paths

Course

Building a Machine Learning Pipeline from Scratch

Gain insights into ML pipeline development, delve into best practices, discover advanced Python concepts, and explore testing methodologies to elevate your software engineering skills and career prospects.

beginner

14 hours

Course

Building a Machine Learning Pipeline from Scratch

beginner

14 hour

Free Resources

FOR TEAMS

Interested in this course for your business or team?

Unlock this course (and 1,000+ more) for your entire org with DevPath