Machine Learning

Bring meaningful feedback to your Machine Learning course.

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Overcome challenges in your course

Too many moving parts: Students juggle datasets, Jupyter notebooks, libraries, and environments—one misstep can stall their progress.

Beginners need extra support: Not every student enters the course with a strong background in Python, math, or model intuition.

Grading takes time: Checking model logic, plots, and metrics manually adds to your workload.

1. Keep the setup out of the way

Students should spend time training models, not troubleshooting environments. CodeGrade helps them get started faster and stay focused.

• Use our online IDE directly in browser
• Provide identical environments for every student
• No installs or package conflicts to slow things down
• All integrated with your LMS

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2. Help students build confidence

Machine learning has a steep learning curve, especially for beginners. Regular practice and fast feedback keep students from falling behind.

  • Inline code checks and tests to validate work early
  • Quizzes and coding checkpoints to reinforce key concepts
  • Resubmissions so students can iterate and improve
  • Built-in AI Assistant to explain errors and offer suggestions

3. Grade smarter, not harder

Evaluating ML projects can be complex, but it doesn’t have to drain your time. CodeGrade makes grading easier and more consistent.

  • Autograde code and notebooks with custom logic
  • Add inline feedback and apply reusable rubrics
  • Focus on what matters most - student learning

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Highlighted Features

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Jupyter Notebooks integration

Manage a real-world environment with ease.

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Automatic feedback

Instant automatic feedback for better learning.

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Code auto-grader

The most powerful auto-grader on the market.

Discover how institutions use CodeGrade to improve their coding courses

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Jamie Andrews

Director of Graduate Programs

I can see the student submissions and slowly watch their scores creep up, which is incredibly rewarding!

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Kevin McDonnell

CS Undergraduate Program Director

"That's one thing I really like about CodeGrade - how seamlessly all the pieces work together."

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Angela Venable

Assistant Professor, Ivy Tech Community college

“I also find students get more engaged when they get quicker feedback.”

Get started today and unlock the power of CodeGrade.