Revolutionize Your Data Science Workflows with H2O.ai: The Ultimate Automation Guide!
✨🚀 Welcome to the Ultimate H2O Driverless AI Journey! 🚀✨
Are you ready to dive into the fascinating world of data science and automation? Look no further! This comprehensive, end-to-end course is your ticket to unlocking the incredible potential of H2O Driverless AI.
Join us on an exciting adventure as we guide you through every step of the way, from dataset exploration to mind-blowing visualizations. We'll show you how to effortlessly set up experiments, tweak expert settings, and generate mind-boggling outputs like mojos, scoring pipelines, and Autodocs!
But that's not all. We go beyond just scratching the surface – we'll unravel the secrets of machine learning interpretability, empowering you to gain invaluable insights and make confident, data-driven decisions.
No matter your background or experience level, this course is designed to be your trusty companion. Our friendly instructor Andreea Turcu, will break down complex concepts into bite-sized, easy-to-understand lessons, ensuring you grasp the essentials without breaking a sweat.
So, grab your favorite beverage, settle into your cozy learning spot, and get ready to become a data science virtuoso with H2O Driverless AI. We're here to make your journey educational, exciting, and most importantly, fun!
Enroll now and let's embark on this thrilling data science odyssey together. Your future success awaits! 💪💡.
Enjoy!
Course Modules:
00:00:00 - Class Intro
00:02:25 - What is Driverless AI?
00:06:14 - Problem types
00:08:49 - Connect to the Driverless AI instance
00:12:10 - Intro to Driverless AI
00:16:04 - Adding a dataset to Driverless AI
00:19:15 - Dataset Overview and Action Buttons
00:22:22 - Dataset Details
00:25:39 - Modify by Recipe Overview
00:33:14 - Visualize Action Button
00:41:10 - Correlation Graph
00:48:47 - Data Prep Action Button
00:52:00 - Predict Action Button
01:02:36 - Training Settings
01:07:46 - Expert Settings - high level overview
01:10:40 - Custom Recipes
01:19:37 - The Driverless AI Experiment Page
01:22:40 - Variable importance
01:27:17 - Completed Experiment Listing Page
01:29:31 - Focus on the ROC curve
01:31:44 - Interpretability Report
01:34:22 - Shapley Values for Original Features
01:43:06 - Partial Dependence Plot
01:46:14 - Interpretations using Surrogate Models
01:57:34 - Diagnostics & Visualize Scoring Pipeline
02:01:41 - Download AutoDoc
02:10:06 - Projects Tab
02:12:25 - Next Steps
Scripting, video shooting, and video editing executed by our friendly instructor and data scientist, Andreea Turcu.
PS: For any certification related inquiries, please send us an e-mail at the following address: [email protected]