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
Show info about module content
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
Getting Started with Driverless AI
Module 2•10 minutes to complete
Module details
What's included
3 videos
Show info about module content
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
Data Management and Exploration
Module 3•30 minutes to complete
Module details
What's included
8 videos
Show info about module content
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
Data Preparation and Prediction
Module 4•1 hour to complete
Module details
What's included
7 videos
Show info about module content
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
Experiment Analysis and Interpretation
Module 5•1 hour to complete
Module details
What's included
10 videos
Show info about module content
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
Advanced Analysis
Module 6•15 minutes to complete
Module details
What's included
4 videos
Show info about module content
4 videos•Total 15 minutes
Diagnostics and Visualize Scoring Pipeline•4 minutes
At H2O.ai University, our mission is to deliver exceptional courses on state-of-the-art AI tools. These courses aim to support the H2O ai community in effectively using our tools and achieving certification success. We are committed to fostering a deep understanding and proficiency in AI, empowering our users to excel in their endeavors.
When will I have access to the lectures and assignments?
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.
What will I get if I subscribe to this Specialization?
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.
Is financial aid available?
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.