H2O Cloud AI Developer Services - Slides (2024)

These slides, curated by H2O.ai University, are your guide to understanding H2O Cloud AI Developer Services (CAIDS) and their practical applications in real-world scenarios.

For a comprehensive overview of the CAIDS course, visit: https://h2o.ai/university/courses/h2o-cloud-ai-developer-services/

This resource equips you, software engineers, data engineers, and AI developers, with the essential knowledge to build, automate, deploy, and manage powerful H2O.ai solutions within your organization.

1. v
H2O.ai Confidential
Tabular Services


●Connectors & Data Preparation
●Feature Store
●DriverlessAI
○Data Visualization
○Feature Engineering
○Model building
○Machine Learning
Interpretability
●H2O MLOps
○Model Management
○Model Deployment
Language Services


●OSS Chatbot and RAG (h2oGPT)
●Enterprise Chatbot with RAG
capabilities
●Large Language Model (LLM)
○Data preparation
○No-code LLM Fine-tuning tool
(Causal & RLHF language
modelling, Seq2Seq, Causal
classification)
○LLM Deployment
○LLM and RAG Evaluation
●No-code NLP tool
Cloud AI Developer Services
The most comprehensive AutoML across structured, time-series, image, video, audio and
text data
Vision Services


●Accelerating labelling efforts
●No-code Computer vision tool
(Classification & Regression, object
Detection, Semantic and instance
segmentation, metric learning)
○DL Model deployment
●Optical Character Recognition
●Gen AI app Studio (NLP and
Image)
●OSS Chatbot with Image and
Video Generation
AI Code Assistants

●AI Assistant Integration into H2O
Notebook Lab
●AI Agent: H2O Function
●AI “Niche” Assistant with Enterprise
h2oGPT RAG
00:46
Starts at
mm:ss
12:38 26:51
Table of contents
35:30

2. H2O.ai Confidential
API


SDK/CLI

AI Cloud Service Access
Make. Operate. Innovate.
Data Intelligence
Feature
Engineering
Feature Store
Auto ML
Forecasting
NLP
Computer
Vision
White Box Models
Interpretability
Methods
Bias Detection
Third Party Models
UI Creation
ML Integration
Prototype Dev
Model
Repository
Model
Deployment
Model
Monitoring
Data Science
Apps
Vertical Apps
Horizontal Apps
Flexible Architecture
Extensible
Distributed
Scalable
Feature
Transformation
Machine
Learning
Explainable
AI
Low Code
App Development
Machine Learning
Operations
AI
AppStore
Purpose
Impact
Democratize AI
Data
Idea
UI

3. H2O.ai Confidential
H2O Driverless AI
Award-Winning AutoML
H2O Hydrogen Torch
No-Code Deep Learning
H2O Wave
Low-Code AI AppDev
Framework
H2O MLOps
Model Hosting, Monitoring
and Deployment
H2O AI App Store
Find, Share, and Discover
AI Apps
Industry Apps
Pre-built AI Apps
H2O AI Feature Store
High-Scale and Intelligent
Feature Store
H2O-3
Open Source Distributed
Machine Learning
H2O Document AI
Intelligent Document Models
LLM Studio
Open Source LLM Fine-Tuning
H2O Label Genie
AI labeling because no
one wants to label data
Enterprise h2oGPT
Talk to your documents,
ChatBots and more with
H2O LLMs
Make Models and Applications with Accuracy,
Speed and Transparency
Streamline Performance Monitoring and
Rapidly Adapt to Changing Conditions
Easily Deliver Innovative Solutions to End
Users with an Intuitive AI App Store
H2O AI Cloud
Democratize and Accelerate AI Results with Trust and Confidence
Make. Operate. Innovate.
LLM
Data Studio
EvalStudio
Flexible Architecture
Deploy Multi-Cloud, Deploy in your VPC, on prem, air gapped
OR Hosted and managed for you, by H2O


H2O EvalStudio
Evaluate your LLM for each
task, each requirement
H2O DataStudio
Prepare your data

4. H2O.ai Confidential
Tabular Services

5. H2O.ai Confidential
Award-Winning AutoML

6. H2O.ai Confidential
How Driverless AI Works
SQL
Local
Amazon
S3
HDFS
Model Recipes
•i.i.d. data
•Time-series
•NLP
•Image
•...
Algorithm
Model
Tuning+ +
Survival of the Fittest
Understand the data shape,
outliers, missing values, etc.
Drag and
Drop Data
Automatic
Visualization
Use best practice model recipes
and the power of high performance
computing to iterate across
thousands of possible models
including advanced feature
engineering and parameter tuning
Automatic Model
Optimization
Bring data in from cloud, big
data and desktop systems
Google
BigQuery
Azure Blog
Storage
Snowflake
Transformations
...
Algorithms
...
Scorers
...
Bring Your Own
Recipes
Deploy ultra-low latency Python
or Java Automatic Scoring
Pipelines that include feature
transformations and models
Automatic
Scoring Pipelines
Automatic Model Optimization
Advanced Feature
Engineering
321 4 5

7. H2O.ai Confidential
Language
Services

8. H2O.ai Confidential
Vision Services

9. H2O.ai Confidential
AI code
Assistants