138 ratings
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Explain and describe automatic machine learning (AutoML)
Perform automatic machine learning with H2O AutoML and Python
Solve a business analytics problem with AutoML
This is a hands-on, guided project on Automatic Machine Learning with H2O AutoML and Python. By the end of this project, you will be able to describe what AutoML is and apply automatic machine learning to a business analytics problem with the H2O AutoML interface in Python. H2O's AutoML automates the process of training and tuning a large selection of models, allowing the user to focus on other aspects of the data science and machine learning pipeline such as data pre-processing, feature engineering and model deployment. To successfully complete the project, we recommend that you have prior experience in Python programming, basic machine learning theory, and have trained ML models with a library such as scikit-learn. We will not be exploring how any particular model works nor dive into the math behind them. Instead, we assume you have this foundational knowledge and want to learn to use H2O's AutoML interface for automatic machine learning. Note: This course works best for learners who are based in the North America region. We’re currently working on providing the same experience in other regions.
automl
business-analytics
python-programming-language
machine-learning
H2O
In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:
Introduction and Project Overview
Getting to Know Rhyme and the Marketing Data
Load the Data
Data Preprocessing & Start H2O
Run H2O AutoML
AutoML Leaderboard and Ensemble Exploration
Base Learner Exploration
Your workspace is a cloud desktop right in your browser, no download required
In a split-screen video, your instructor guides you step-by-step
by MB
Aug 28, 2020Introductory stuff. But concise and useful as an introduction.
by SP
Aug 24, 2020Very Recomended for knowledge foundation about H2O ML, THank you !
by A
Jun 24, 2020This course is really very helpful and informative too. I had learned many things from this course. I would like to thank Coursera for this informative course.
by TS
Feb 4, 2021The idea of being able to learn a skill in 2-3 hrs is pretty exciting to me. This instructor is excellent. Every step in this project was well explained and there was a nice flow.
By purchasing a Guided Project, you'll get everything you need to complete the Guided Project including access to a cloud desktop workspace through your web browser that contains the files and software you need to get started, plus step-by-step video instruction from a subject matter expert.
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Guided Project instructors are subject matter experts who have experience in the skill, tool or domain of their project and are passionate about sharing their knowledge to impact millions of learners around the world.
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At the top of the page, you can press on the experience level for this Guided Project to view any knowledge prerequisites. For every level of Guided Project, your instructor will walk you through step-by-step.
Yes, everything you need to complete your Guided Project will be available in a cloud desktop that is available in your browser.
You'll learn by doing through completing tasks in a split-screen environment directly in your browser. On the left side of the screen, you'll complete the task in your workspace. On the right side of the screen, you'll watch an instructor walk you through the project, step-by-step.
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