AutoML and Hyperparameter Tuning
Free Intermediate course · 10 lessons · 3 weeks · Certificate on completion
Search model and hyperparameter spaces efficiently with Optuna and AutoML tools. Across 10 lessons you'll move from fundamentals to a portfolio-ready outcome — at your own pace, with quizzes after each lesson and a final exam to certify your mastery.
What you'll learn
- What AutoML can and cannot do
- Search spaces
- Grid vs random search
- Bayesian optimisation
- Optuna in practice
- Early-stopping pruners
Skills you'll pick up
- What AutoML can and cannot do
- Search spaces
- Grid vs random search
- Bayesian optimisation
- Optuna in practice
- Early-stopping pruners
Tools covered
- AutoML
- Real-world projects
- Quizzes
- Final exam
Course modules
Module 1: What AutoML can and cannot do
Module 1 of AutoML and Hyperparameter Tuning. 3 lessons · 3h
Module 2: Bayesian optimisation
Module 2 of AutoML and Hyperparameter Tuning. 3 lessons · 3h
Module 3: AutoGluon and FLAML
Module 3 of AutoML and Hyperparameter Tuning. 2 lessons · 2h
Module 4: Budgeting compute
Module 4 of AutoML and Hyperparameter Tuning. 2 lessons · 2h
Lessons in this course
- What AutoML can and cannot do
- Search spaces
- Grid vs random search
- Bayesian optimisation
- Optuna in practice
- Early-stopping pruners
- AutoGluon and FLAML
- Avoiding overfitting the validation set
- Budgeting compute
- Choosing a final model
Instructor
Marcus Reid — Machine Learning Engineer
Marcus Reid is a Machine Learning Engineer with years of hands-on experience teaching AutoML to thousands of learners worldwide.
Certificate
Finish every lesson and pass the final exam to earn a free, verifiable Learnera certificate for AutoML and Hyperparameter Tuning. It can be downloaded as a PDF and shared on LinkedIn.
Career outcomes
Median global salary $125,000 per year · median India salary ₹17,50,000 per year · 96,848 open roles worldwide
- AutoML Specialist
- Senior AutoML Lead
- AutoML Consultant
Frequently asked questions
Is the AutoML and Hyperparameter Tuning course free?
Yes. Every Learnera course, including AutoML and Hyperparameter Tuning, is completely free — lessons, quizzes, the final exam, and the certificate.
How long does AutoML and Hyperparameter Tuning take?
10 lessons, typically completed in 3 weeks at a comfortable pace.
Do I get a certificate?
Yes — pass the final exam and you receive a free, verifiable certificate you can share on LinkedIn.