This invite-only workshop for ICStar Hackathon 2021 participants will help you understand all about UiPath AI Center, Document Understanding, and Action Center.
đź“ŚPrerequisite
đź“ŤAgenda
Machine Learning Introduction (10 Min)
- Basics of Machine learning
- Introduction to prebuilt ML concept
- How AI and RPA work together.
Introduction to AI Center (10 Min)
- What is AI Center?
- How to enable AI Center
- How to create a new project
- How to select ML Model
Out of the BOX ML models (10 Min)
- Introduction to each OOB model
- The difference in retrainable and non-retrainable model
- How to deploy a non-retrainable model
Build a QNA bot (45 Min)
- How to Create a Project
- Deploy QNA ML model
- Connect with Orchestrator
- Build a bot in UiPath studio
- Execute the bot and show the ML predictions
Build restaurant feedback model (45 Min)
- How to deploy the retrainable model
- How to train the dataset
- Build a BOT in UiPath studio
- Connect the BOT with UiPath App
- Run the app and make a prediction
Introduction to Document Understanding (15 Min)
- What is document understanding
- What is OCR
- How the data is extracted using OCR
Document Understanding Basic (15 Min)
- Introduction to the framework
- Build a framework in UiPath Studio
- Extract data from PDF
Handwritten Data extraction (45 Mins)
- Introduction to extracting handwritten data
- Introduction to intelligent form extractor
- Introduction to OCR comparison
ML Extractor – Document Understanding (45 Mins)
- What are available in house DU Models
- How to deploy the ML DU model
- How to use Invoices ML Model
- How to use ML Extractor
- How to predict data in invoices
