Learning H20.ai

سرفصل های دوره

The H2O.ai platform is like nothing you’ve ever seen. It offers a wide variety of solutions and services that make it easier to manage, deploy, govern, and monitor machine learning models in production. In this course, instructor Janani Ravi offers you an overview of how to get started using some of the most basic features of H20.ai.

Discover the essentials of the H20 AI Cloud platform, visualizations and insights with H20 Autoinsights, and predictive analytics with H20 Driverless AI and the H20 Python API. Find out why everyone’s talking about the power of H20.ai, which delivers the power of endless solutions on a single, safe, collaborative platform.

This course was created by Loonycorn. We are pleased to host this content in our library.

01 - Introduction

01 - An overview of H2O

02 - 1. Introducing H2O.ai

01 - Prerequisites

02 - H2O.ai platform

03 - H2O.ai offerings and architecture

04 - Signing up for the H2O.ai free trial

05 - Exploring the H2O.ai cloud platform

03 - 2. Visualizations and Insights with H2O AutoInsights

01 - Summarizing data using H2O auto insights

02 - Customizing insights

03 - Automated insights with H2O auto insights

04 - Text analysis on customer reviews using auto insights

05 - Time series analysis using auto insights

06 - Summarizing tweet sentiment data

07 - Analyzing tweet sentiment data

04 - 3. Predictive Analytics with H1O Driverless AI

01 - Data transformation using Driverless AI

02 - Visualization using Driverless AI

03 - Data splitting and experiment configuration

04 - Train interpret and evaluate a regression model

05 - Training model with leakage removed

05 - 4. Predictive Analytics with the H2O Python API

01 - Install the H2O Python module

02 - Initializing the H2O cluster and loading data

03 - Missing value imputations and data type conversions

04 - Training a generalized linear estimator for binary classification

05 - Configuring parameters for a generalized linear estimator

06 - Training a random forest model with balanced classes

06 - Conclusion

01 - Summary and next steps

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تولید کننده: LinkedIn Learning (Lynda)