H2O Driverless AI Starter Course
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Recommended experience
Recommended experience
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.
Skills you'll gain
- Predictive Modeling
- Machine Learning
- Automation
- Model Training
- Artificial Intelligence and Machine Learning (AI/ML)
- Model Evaluation
- Advanced Analytics
- Data Analysis
- Data Preprocessing
- Exploratory Data Analysis
- Virtual Environment
- Data Visualization
- MLOps (Machine Learning Operations)
- Feature Engineering
- Machine Learning Software
- Data Processing
- Model Optimization
- Applied Machine Learning
Tools you'll learn
Details to know
See how employees at top companies are mastering in-demand skills
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 videos•Total 10 minutes
- DAI Starter Course Trailer•1 minute
- DAI Starter Course - Class Intro•2 minutes
- What is Driverless AI?•4 minutes
- Problem Types•3 minutes
What's included
3 videos
3 videos•Total 10 minutes
- Connect to Driverless AI Instance•3 minutes
- Intro to Driverless AI•4 minutes
- Adding a Dataset to Driverless AI•3 minutes
What's included
8 videos
8 videos•Total 30 minutes
- Dataset Overview and Action Buttons•3 minutes
- Dataset Details•3 minutes
- Modify by Recipe Overview•3 minutes
- Assignment 1 - Modify by Recipe Overview•5 minutes
- Visualize Action Button•3 minutes
- Assignment 2 - Create a new visualisation•5 minutes
- Correlation Graph•3 minutes
- Assignment 3 - Explore the Graphs•5 minutes
What's included
7 videos
7 videos•Total 31 minutes
- Data Prep Action Button•3 minutes
- Predict Action Button•6 minutes
- Assignment 4 - Take the interactive tour•5 minutes
- DAI Starter Course - Training Settings•5 minutes
- Expert Settings - High level Overview•3 minutes
- Custom Recipes•4 minutes
- Assignment 5 - Create a New Experiment•5 minutes
What's included
10 videos
10 videos•Total 38 minutes
- The Driverless AI Experiment Page•3 minutes
- Variable importance•3 minutes
- Completed Experiment Listing Page•4 minutes
- Focus on the ROC curve•2 minutes
- Interpretability Report•3 minutes
- Shapley Values for Original Features•4 minutes
- Assignment 6 - Explore the Shapley Values Output•5 minutes
- Partial Dependence Plot•3 minutes
- Interpretations using Surrogate Models•6 minutes
- Assignment 7 - Rerun the Baseline Experiment•5 minutes
What's included
4 videos
4 videos•Total 15 minutes
- Diagnostics and Visualize Scoring Pipeline•4 minutes
- Download AutoDoc•3 minutes
- Assignment 8 - Explore the Autodoc•5 minutes
- Projects Tab•2 minutes
What's included
1 video
1 video•Total 1 minute
- Next Steps•1 minute
What's included
1 assignment
1 assignment•Total 15 minutes
- H2O Driverless AI Starter Quiz•15 minutes
Instructor
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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.
More questions
Financial aid available,
