Session 3: AI Powered Automation through specialized AI. Spotlight on AI Center

UiPathCommunity 1,903 views 22 slides Oct 15, 2024
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About This Presentation

🚀 Welcome to Session 3/ AI Associate Developer Series 2024!
In this session, we will start by deep-diving into Orchestrator functionalities: manage all automations, robots, and automation assets from the same place. Then we follow-up by seamlessly integrating API automation and UI automation with...


Slide Content

AI Associate
Developer Series –
Session 3
AI Powered Automation through
specialized AI. Spotlight on AI Center

2
Speakers
UiPath MVP, Technology
Leader, Automation @qBotica
UiPath MVP,
Hyper-Automation Lead
First Abu-Dhabi Bank (FAB)

3
Contents
01
02
03
04
Automation and AI in UiPath: Generative
and Specialized AI
Specialized AI Platform Components
Specialized AI Associate Overview
AI Center Overview
AI Center Deployment
Identifying AI Center Use Cases
05
06
07
Other Topics, Q&A

4
Orchestrator
❑Tenants
❑Folders
❑Assets
❑Queues
❑…
Studio Libraries
and Templates
Integration Service
❑Event Based Triggers
❑Pre-built connectors
❑API Automation
❑…
Session 2 Recap

Introduction to
Specialized AI

6
AI-powered Automation
Products
Generative AI Specialized AI
Open | Flexible | Responsible
Action
AI Trust Layer
UI
API
Human
in the Loop
Context
Documents
Data
Processes
People
Communications

7
AI-powered automation
Open | Flexible | Responsible
Supported by UiPath Built with UiPath or BYO
BYO
Docs Screens Tasks Processes
Solutions
AI Infrastructure
Integration Service –Validation Station –Active learning –Fine tuning –Guardrails –Auditing
AI-powered automation
Delivering enterprise automation with Specialized AI
Generative AI Specialized AI
Context
HITL
UI
API
Action
People
Comms
Docs
Data
Processes

8
Specialized AI out-of-the-box models
to accelerate time to value
Human resources, know your
customer (KYC), employee
onboarding, tax
Supply chain, shipping,
manufacturing, retail
Finance, accounts
payable, accounts
receivable, procurement
Lending, banking
Insurance, healthcare, claims
processing
Passports Bill of Lading Invoices Generic Bank Statements
ACORD 25 Certificate of Liability
Insurance
Utility Bills
Certificate of Incorporation/Good
Standing
Invoices Japan
FM 1003 Uniform Residential Loan
Application Form
ACORD 125 Commercial Insurance
Application
W2 Wage and Tax Statement Certificate of Origin Invoices China Financial Statements
ACORD 126 Commercial General
Liability Insurance Section Form
990 Return of Organization Exempt from
Income Tax-Preview
Packing Lists Invoices India Checks
ACORD 131 Umbrella / Excess
Insurance Section Form
W9 Request for Taxpayer Identification
Number and Certification
Children Product Certificate Invoices Australia Vehicle Titles
ACORD 140 Property Insurance
Section Form
1040 US Income Tax Form EU Declaration of Conformity Purchase Orders
CMS 1500 Health Insurance Claim
Form
ID Cards and Driver’s Licenses Shipping Invoices Receipts UB04
4506-T Request for Transcript of Tax Return Remittance Advice
I9 Employment Eligibility Verification Form
Generic Document Understanding model to build a model from scratch for any document type, and more Specialized AI models:
The list is not exhaustive. All the models can be trained on your own data to improve their performance for your specific requirements.
Communications Mining large language model (LLM) to extract data and sentiment from emails and other types of messages

10
Intelligent document processing with GPT
Read the email and identify intent
Process the Application Form
1
3
4
Business process: Loan application processing
Verify and extract data from the ID Card
Verifyand extract data from the Employment Letter5
Large language model (LLM)
Specialized AI model trained on documents pre-labelled with GPT
Specialized AI model for ID Cards
Question answering powered by GPT
Classify the attached documents2
Classification powered by GPT
Generative AI
Generative AI
Generative AI

11
VIDEO
Insurance Claim Use Case

Spotlight on:
AI Center

13

14
AI Center Core Concepts
Roles
Create/Edit
Delete
Projects
ML Packages
Datasets
Data Labelling
Training
Evaluation
Full
Pipeline
ML Skills
ML Package Validation
Datasets
Pipeline
ML Skill deployment
ML Skill prediction
ML Logs

15

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Deployment and Installations
•Deploy, manage, and
improve ML models.
•Requires no infrastructure
and no maintenance.
•Internet access is required.
•Deploy the full UiPath
Automation Platform in the
environment of your choice,
includingon-premises Virtual
Machine infrastructure, or cloud
subscriptions
•Automation Suite contains
everything in one package that
you can deploy in multi-node
mode with automatic scaling
and built-in HA, monitor,
configure, and upgrade.
•Deploy, manage, and
improve ML models
locally.
•Customer-managed
infrastructure.
•Fully integrated with on-
premises Orchestrator.
•All resources must be
manually downloaded and
then loaded into the node.
•No internet access is
required
On-premises
air-gapped On-premises online
•Deploy, manage, and improve
ML models locally.
•Customer-managed
infrastructure.
•Fully integrated with on-
premises Orchestrator.

18

AI Center:
Bring Your Own
Model

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USE CASE OVERVIEW

21
USE CASE OVERVIEW

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USE CASE OVERVIEW

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USE CASE OVERVIEW

Q&A