AI and ML Series - Generative Extraction and Classification of Documents in Studio Web - Session 2

AI and ML Series - Generative Extraction and Classification of Documents in Studio Web - Session 2

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  UiPath Americas Community AI DeveloperSession The UiPath ™ word mark, logos, and robots are registered trademarks owned by UiPath, Inc. and its affiliates. ©2023 UiPath. All rights reserved.
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  2 Agenda 01 02 03 04 Intro Generative extraction &classification of Documents in Studio Web Common Generative AI Connector Use Cases Q&A
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  Generative extraction & classification in StudioWeb The UiPath ™ word mark, logos, and robots are registered trademarks owned by UiPath, Inc. and its affiliates. ©2023 UiPath. All rights reserved. Public Preview
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  Intro The UiPath ™word mark, logos, and robots are registered trademarks owned by UiPath, Inc. and its affiliates. ©2023 UiPath. All rights reserved. About us
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  5 What is It? ClassifyDocument and Extract Document Data Activities enhanced with generative capabilities, allowing users to input a prompt based on which the document is classified, or data is extracted from it – no model setup required, just activities! Who Needs It? - Citizen & RPA developers looking to leverage Document Understanding - without model setup, to quickly get up & running when pretrained models are not available - to process unstructured documents Customer Benefits - Ability to process unstructured documents - Get up & running quickly, no model setup required Generative extraction & classification in Studio Web
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  6 Use Cases 1. Asa recruiter, I want to search for skilled candidates (a certain skill set) in CVs. Before extracting the data, I want to see whether the documents sent via email are indeed CVs – or something else (e.g., Cover letter) 2. As a Lawyer, when identifying a certain type of contract, then I want to extract certain clauses if available in contracts. 3. As an HR Manager, I want to extract the name & dob of employees, regardless of whether from passport, id or drivers license - I just need these 2 fields.
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  7 Let’s See It
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  Using Generative AI Connectors The UiPath™ word mark, logos, and robots are registered trademarks owned by UiPath, Inc. and its affiliates. ©2023 UiPath. All rights reserved. GA
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  9 • Large ConnectorCatalog of pre-built API connectors • Curated Activity Packs for a uniform, productive integration experience for users, developers and partners • Robots react and respond automatically with server-side triggers to any business process event • Seamlessly available across the UiPath Business Automation Platform Start quickly with prebuilt connectors
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  10 Generative AI Connectors GoogleVertex - Access to text/chat bison (PaLM 2) OpenAI & Azure OpenAI - GPT-3, 3.5, 4 - Text/chat Anthropic - Claude2, Claude Instant SageMaker - Jumpstart, Custom, AWS Marketplace Bedrock Coming Soon! - Titan - AI21 Labs - Anthropic What are we missing?
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  11 Common Use Cases 1.Summarize Text: Summarize candidate's resume and send summary to interviewer ahead of interview 2. Question Answering: Using an uploaded legal document as context, answer various questions and return answers in a usable format for form submission / upload into a database 3. Classification: Determine the sentiment of customer reviews according to a particular rating scale 4. Translation of documents: Translate and/or transliterate documents from a detected language to a target language 5. Forecasting: Reviewing various data sources, return a summary of product usage trends along with insights to further investigate
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  12 Let’s See It
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  Q&A The UiPath ™word mark, logos, and robots are registered trademarks owned by UiPath, Inc. and its affiliates. ©2023 UiPath. All rights reserved.
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  Thank you The UiPath™ word mark, logos, and robots are registered trademarks owned by UiPath, Inc. and its affiliates. ©2023 UiPath. All rights reserved.