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URL: https://www.coursera.org/learn/h2o-driverless-ai-starter-course

⇱ H2O Driverless AI Starter Course | Coursera


H2O Driverless AI Starter Course

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H2O Driverless AI Starter Course

Included with

Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

2 hours to complete
Flexible schedule
Learn at your own pace

Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

2 hours to complete
Flexible schedule
Learn at your own pace

What you'll learn

  • Understand the fundamental principles of automated machine learning (AutoML) with H2O Driverless AI.

  • Learn to preprocess, visualize, and analyze data for improved decision-making.

  • Develop skills in creating and fine-tuning AutoML models to optimize performance.

  • Gain hands-on experience in configuring experiments, interpreting results, and generating reports.

Details to know

Shareable certificate

Add to your LinkedIn profile

Assessments

1 assignment

Taught in English

There are 8 modules in this course

Join Andreea Turcu, our Head of Global Training at H2O.ai, as she guides you through the “Driverless AI Starter Course” by H2O ai. Dive into automated machine learning (AutoML) using H2O Driverless AI. This course is suitable for all levels and will provide you with the necessary skills to apply AutoML in your projects.

You’ll learn the basics of H2O Driverless AI, including setup, data import, and interface navigation. The course offers hands-on experience in data preprocessing, visualization, and analysis, preparing you for machine learning model development. The course covers advanced topics like correlation graphs, prediction creation, and model performance optimization. You’ll learn to hyper-tune models, manage experiments, interpret results, and generate reports. Practical tasks are included for real-world practice. Upon completion, you’ll not only be proficient in using H2O Driverless AI for AutoML but also gain skills in setting up environments, analyzing data, and utilizing advanced features like custom recipe creation and model fine-tuning. This course goes beyond theory, offering practical skills that can be applied in the real world. Additionally, you’ll be eligible for the H2O Driverless AI Certification. This certification is a testament to your proficiency and can significantly enhance your career prospects in the fields of AI and data science. Enroll now to master automated machine learning with H2O Driverless AI.

What's included

4 videos

4 videosTotal 10 minutes
  • DAI Starter Course Trailer1 minute
  • DAI Starter Course - Class Intro2 minutes
  • What is Driverless AI?4 minutes
  • Problem Types3 minutes

What's included

3 videos

3 videosTotal 10 minutes
  • Connect to Driverless AI Instance3 minutes
  • Intro to Driverless AI4 minutes
  • Adding a Dataset to Driverless AI3 minutes

What's included

8 videos

8 videosTotal 30 minutes
  • Dataset Overview and Action Buttons3 minutes
  • Dataset Details3 minutes
  • Modify by Recipe Overview3 minutes
  • Assignment 1 - Modify by Recipe Overview5 minutes
  • Visualize Action Button3 minutes
  • Assignment 2 - Create a new visualisation5 minutes
  • Correlation Graph3 minutes
  • Assignment 3 - Explore the Graphs5 minutes

What's included

7 videos

7 videosTotal 31 minutes
  • Data Prep Action Button3 minutes
  • Predict Action Button6 minutes
  • Assignment 4 - Take the interactive tour5 minutes
  • DAI Starter Course - Training Settings5 minutes
  • Expert Settings - High level Overview3 minutes
  • Custom Recipes4 minutes
  • Assignment 5 - Create a New Experiment5 minutes

What's included

10 videos

10 videosTotal 38 minutes
  • The Driverless AI Experiment Page3 minutes
  • Variable importance3 minutes
  • Completed Experiment Listing Page4 minutes
  • Focus on the ROC curve2 minutes
  • Interpretability Report3 minutes
  • Shapley Values for Original Features4 minutes
  • Assignment 6 - Explore the Shapley Values Output5 minutes
  • Partial Dependence Plot3 minutes
  • Interpretations using Surrogate Models6 minutes
  • Assignment 7 - Rerun the Baseline Experiment5 minutes

What's included

4 videos

4 videosTotal 15 minutes
  • Diagnostics and Visualize Scoring Pipeline4 minutes
  • Download AutoDoc3 minutes
  • Assignment 8 - Explore the Autodoc5 minutes
  • Projects Tab2 minutes

What's included

1 video

1 videoTotal 1 minute
  • Next Steps1 minute

What's included

1 assignment

1 assignmentTotal 15 minutes
  • H2O Driverless AI Starter Quiz15 minutes

Instructor

H2O.ai
8 Courses2,839 learners

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Frequently asked questions

To access the course materials, assignments and to earn a Certificate, you will need to purchase the Certificate experience when you enroll in a course. You can try a Free Trial instead, or apply for Financial Aid. The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.

When you enroll in the course, you get access to all of the courses in the Specialization, and you earn a certificate when you complete the work. Your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile.

Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.

Financial aid available,