Learn how to use H2O Driverless AI for automated machine learning (AutoML). This course covers the basics of Driverless AI, including setup, data import, interface navigation, and core features.
You will also learn how to preprocess data, build models, interpret results, and apply advanced features like custom recipes and model tuning. This will equip you to streamline your machine learning workflows with H2O Driverless AI.
What you'll learn
- Getting Started with Driverless AI
Learn how to set up H2O Driverless AI, import data, and navigate the platform interface.
- Advanced Features
Use custom recipes and advanced settings to refine models and workflows.
- Building Models
Create and tune machine learning models with Driverless AI’s AutoML capabilities.
- Interpreting Results
Analyze model performance, interpret results, and generate reports.
- Data Preparation & Preprocessing
Understand data handling in Driverless AI, including basic data exploration and feature engineering.
- Hands-On Practice
Apply what you learn through practical exercises with real-world datasets.
Course Playlist on YouTube
Master H2O Driverless AI in One Click
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Meet H2O Driverless AI
Discover how Driverless AI by H2O.ai is revolutionizing machine learning with automation, speed, and precision. From advanced feature engineering t...
1. Class Intro / DAI Starter Course
Start your learning journey with an engaging introduction to the "Driverless AI Starter Course" playlist. Understand the goals and objectives of th...
2. What is Driverless AI? / DAI Starter Course
Dive into the core concepts and features of Driverless AI. Learn how it automates the machine learning workflow, simplifying the process of buildin...
3. Problem types / DAI Starter Course
Understand the different problem types that can be solved using Driverless AI. Explore regression, classification, and time series forecasting, and...
4. Connect to the Driverless AI instance / DAI Starter Course
Get hands-on experience by connecting to the Driverless AI instance. Learn the necessary steps to set up your environment and start working with th...
Getting Started with H2O.ai Aquarium
This video will guide you through accessing and using Aquarium Labs, which offers a hands-on, practical learning experience by replicating H2O.ai’s...
5. Intro to Driverless AI / DAI Starter Course
Familiarize yourself with the Driverless AI interface and its main components. Navigate through the platform, discover the key functionalities, and...
6. Adding a dataset to Driverless AI / DAI Starter Course
Learn how to import and load datasets into Driverless AI. Understand the supported data formats and explore the options for bringing your data into...
7. Dataset Overview and Action Buttons / DAI Starter Course
Dive into the dataset overview and explore the various action buttons available in Driverless AI. Gain insights into your data, perform quick actio...
8. Dataset Details / DAI Starter Course
Delve deeper into the details of your dataset. Understand the column types, identify missing values, and analyze the distribution of your data to g...
9. Modify by Recipe Overview / DAI Starter Course
Discover the power of recipes in Driverless AI. Learn how to modify datasets using recipes, which include preprocessing, transformation, and featur...
Assignment 1 - Modify recipe using live code / DAI Starter Course
Take 5 to 10 minutes to work on the assignment and put your skills to the test and modify a recipe using live code, gaining hands-on experience wit...
10. Visualize Action Button / DAI Starter Course
Uncover the visualization capabilities of Driverless AI. Learn how to leverage the visualization action button to gain deeper insights into your da...
Assignment 2 - Create a new visualization / DAI Starter Course
Take 5 to 10 minutes to work on the assignment and put your creativity to work and create a new visualization, exploring different aspects of your ...
11. Correlation Graph / DAI Starter Course
Understand the correlation between features in your dataset using the correlation graph. Explore the relationships between variables and identify i...
Assignment 3 - Take a moment to explore the graphs / DAI Starter Course
Take 5 to 10 minutes to work on the assignment and explore the graphs generated by Driverless AI, gaining valuable insights into your dataset.
12. Data Prep Action Button / DAI Starter Course
Explore the data preparation functionality in Driverless AI. Learn how to preprocess and clean your data, handle missing values, and apply necessar...
13. Predict Action Button / DAI Starter Course
Discover the power of the predict action button in Driverless AI. Learn how to generate predictions on your dataset using the trained models, enabl...
Assignment 4 - Take the interactive tour / DAI Starter Course
Take 5 to 10 minutes to work on the assignment and explore the interactive tour feature, which guides you through various aspects of the Driverless...
14. Training Settings / DAI Starter Course
Understand the training settings in Driverless AI and how they impact the model building process. Explore various options to configure the training...
15. Expert Settings high level overview / DAI Starter Course
Gain a high-level understanding of the expert settings available in Driverless AI. Learn how to fine-tune models and customize your experiments to ...
16. Custom Recipes / DAI Starter Course
Unlock the flexibility of Driverless AI by creating custom recipes. Explore how to extend the platform's functionality with your own transformation...
Assignment 5 - Create a new experiment with customized knobs and avgmcc / DAI Starter Course
Take 5 to 10 minutes to work on the assignment, apply your knowledge and create a new experiment using customized settings and metrics.
17. The Driverless AI Experiment Page / DAI Starter Course
Dive into the experiment page of Driverless AI. Explore the different tabs and functionalities available for monitoring and managing your experimen...
18. Variable importance / DAI Starter Course
Learn how to interpret model results and understand the importance of different features in driving model predictions. Explore techniques to assess...
19. Completed Experiment Listing Page / DAI Starter Course
Gain insights into the completed experiment listing page. Review and compare different experiments, analyze their performance, and extract valuable...
20. Focus on the ROC curve / DAI Starter Course
Understand the significance of the receiver operating characteristic (ROC) curve in evaluating classification models. Learn how to analyze and inte...
21. Interpretability Report / DAI Starter Course
Discover the interpretability report generated by Driverless AI. Learn how to interpret and analyze the report to gain insights into the model's be...
22. Shapley Values for Original Features / DAI Starter Course
Explore the Shapley values for original features. Gain a deeper understanding of the impact of individual features on model predictions and learn h...
Assignment 6 - Explore the Shapley Values output / DAI Starter Course
Take 5 to 10 minutes to work on the assignment and analyze the Shapley Values, to determine feature importance, identify feature interactions or ga...
23. Partial Dependence Plot / DAI Starter Course
Learn how to create partial dependence plots in Driverless AI. Understand how these plots can provide insights into the relationship between input ...
24. Interpretations using Surrogate Models / DAI Starter Course
Dive into interpretations using surrogate models. Explore how surrogate models can provide additional insights into the inner workings of complex m...
Assignment 7 - Rerun the Baseline experiment / DAI Starter Course
Take 5 to 10 minutes to work on the assignment and reproduce the experimental setup, train the model using the same procedures and hyperparameters,...
25. Diagnostics and Visualize Scoring Pipeline / DAI Starter Course
Learn how to perform diagnostics and visualize the scoring pipeline in Driverless AI. Understand the various diagnostic tools available and gain in...
26. Download AutoDoc / DAI Starter Course
Discover how to download the AutoDoc generated by Driverless AI. Learn how this documentation summarizes the machine learning pipeline, providing i...
Assignment 8 - Explore the Autodoc / DAI Starter Course
Take 5 to 10 minutes to work on the assignment and understand how it generates documentation, the format of the documentation it produces, it conte...
27. Projects Tab / DAI Starter Course
Explore the projects tab in Driverless AI. Understand how to organize your experiments, collaborate with team members, and manage your projects eff...
28. Next Steps / DAI Starter Course
Wrap up the "Driverless AI Starter Course" playlist with guidance on what to do next. Discover additional resources, advanced courses, and real-wor...
