Based on feedback from our last Developer Connect hands-on session, customers and partners want to learn more about UiPath AI Fabric.
Join our first Developer Connect on AI Fabric on Tuesday 15 September at 1230 AEST for 90 minutes. AI Fabric is one of the newer features of the UiPath Hyperautomation platform that brings Data Scientists and RPA teams together.
The session is instructor-led to train and deploy an ML model and is suitable for Developers. We will create a simple AI Fabric project and deploy it to UiPath Orchestrator and enable you to consume the ML skills we will create. Reviewing the problem of email classification that many companies face, we will train an ML model using AI Fabric and use it to classify the mail messages.
Below is the detailed agenda we will follow:
- What is AIFabric?
- Demo – Email Classification example
- Explain the training dataset
- Create AIFabric Project
- Upload dataset
- Upload package – We will later develop this package
- Create and Run training pipeline – Understand what a pipeline is?
- Run through the Colab machine learning experimentation notebook
- Explain AIFabric code requirements for training
- Develop/Copy/paste code using IDE VS Code
- Make a zip file from the code that is developed – This is the package that we uploaded
- On AiFabric
- Deploy the trained model
- Ensure Model is deployed via orchestrator – AI Skill
- Consume AI Skill via studio
FURTHER INFORMATION
This session is planned to be hands on, however we are structuring the session so that you can watch and listen. We will distribute all the material after the session so you can develop the solution in you own time. The reason being, everybody’s machine/laptop/desktop is different and hence you might get into issues while you code and not be able to keep up.
The following links will help you follow what is happening in the demonstration including concepts and terminology used.
Basic understanding of machine learning concepts and terminology is necessary
https://developers.google.com/machine-learning/glossary
Basic understanding of Tensorflow API concepts
https://developers.google.com/machine-learning/glossary/tensorflow
Recommended that you have done the UiPath AiFabric Overview course on
https://academy.uipath.com/
Infrastructure
You need to have access to an AI Robot.
You can get that access to AI Robot:
- Via UiPath Enterprise Cloud account – (Means you have already purchased the AI Robot licenses)
- Or Via Enterprise Cloud trial account
- Or on the day of the session, we will have a few AI Robot licenses for participants to try on, but these will be very limited and will only be provided to participants for 48 hours
A laptop or a desktop
- With Windows 10 or Mac operating System
- With Chrome installed on it
- With Python 3.6 or 3.7 or 3.8 installed on it
- With VS code / PyCharm IDE installed on it. We will use VS code to develop the python machine learning code
