- Introduction
- Setting up your account
- Balance
- Clusters
- Concept drift
- Coverage
- Datasets
- General fields
- Labels (predictions, confidence levels, label hierarchy, and label sentiment)
- Models
- Streams
- Model Rating
- Projects
- Precision
- Recall
- Annotated and unannotated messages
- Extraction Fields
- Sources
- Taxonomies
- Training
- True and false positive and negative predictions
- Validation
- Messages
- Access Control and Administration
- Manage sources and datasets
- Understanding the data structure and permissions
- Creating or deleting a data source in the GUI
- Uploading a CSV file into a source
- Preparing data for .CSV upload
- Creating a dataset
- Multilingual sources and datasets
- Enabling sentiment on a dataset
- Amending dataset settings
- Deleting a message
- Deleting a dataset
- Exporting a dataset
- Using Exchange integrations
- Model training and maintenance
- Understanding labels, general fields, and metadata
- Label hierarchy and best practices
- Comparing analytics and automation use cases
- Turning your objectives into labels
- Overview of the model training process
- Generative Annotation
- Dastaset status
- Model training and annotating best practice
- Training with label sentiment analysis enabled
- Training chat and calls data
- Understanding data requirements
- Train
- Introduction to Refine
- Precision and recall explained
- Precision and Recall
- How validation works
- Understanding and improving model performance
- Reasons for label low average precision
- Training using Check label and Missed label
- Training using Teach label (Refine)
- Training using Search (Refine)
- Understanding and increasing coverage
- Improving Balance and using Rebalance
- When to stop training your model
- Using general fields
- Generative extraction
- Using analytics and monitoring
- Automations and Communications Mining™
- Developer
- Exchange Integration with Azure service user
- Exchange Integration with Azure Application Authentication
- Exchange Integration with Azure Application Authentication and Graph
- Fetching data for Tableau with Python
- Elasticsearch integration
- Self-hosted Exchange integration
- UiPath® Automation Framework
- UiPath® Marketplace activities
- UiPath® official activities
- How machines learn to understand words: a guide to embeddings in NLP
- Prompt-based learning with Transformers
- Efficient Transformers II: knowledge distillation & fine-tuning
- Efficient Transformers I: attention mechanisms
- Deep hierarchical unsupervised intent modelling: getting value without training data
- Fixing annotating bias with Communications Mining™
- Active learning: better ML models in less time
- It's all in the numbers - assessing model performance with metrics
- Why model validation is important
- Comparing Communications Mining™ and Google AutoML for conversational data intelligence
- Licensing
- FAQs and more
Communications Mining user guide
Exchange Integration with Azure service user
This step-by-step guide will show you a popular method for creating a Microsoft Exchange application for Communications Mining™ in your Azure Cloud Platform. You will learn how to create an Application (client) with an ID and Client Secret, and find your existing Directory (tenant) ID. This will allow users to access Exchange mailbox integrations in Communications Mining.
Failure to create an Exchange-Communications Mining™ application in Azure can lead to permissions errors that prevent users from accessing their mailbox integrations. To gain the full benefits of Communications Mining, follow these steps and complete the process in its entirety.
- Sign into Azure
Sign into your Azure Cloud Portal.
- Register a new Application for Communications Mining
Access the App Registrations menu and select the New Registration option
Register a new application:
- Enter an application name—for example 'reinfer-exchange-integration'
- Under Supported account types, select the single tenant option
- Hit Register to complete the registration
Azure will give you an Application (client) ID and a Directory (tenant) ID.
- Create a Client Secret for your Communications Mining application
To keep your application secure, you must create a Client Secret to log into your application. First, click on Certificates & Secrets under the Manage sidebar, then follow the steps below:
- Select the Client secrets option if it's not already selected
- Select New client secret
- In the sidebar, add an easily recognizable Description and select an expiry date—we recommend 12 months
- Hit Add
You've now created a Secret Value for your Communications Mining application.
Note: Please note that Azure will only display this Secret Value to you once so make sure to copy it. If you ever lose your secret value, simply complete Step 3 again to create a new one.
- Set API permissions
- Navigate to API permissions under the Manage sidebar
- Select Add a permission
- Select Microsoft APIs and choose the Microsoft Graph option
- Choose Delegated permissions
- In the Select permissions textbox, enter 'EWS.Access'
- Expand the EWS permission and check the box for EWS.AccessAsUser.All
- Hit Add permissions
- Back in the API permissions menu, hit Grant admin consent for Communications Mining
- Select Yes in the Grant admin consent confirmation pop-up
- Give the service user access to the shared mailboxes
You will need a service account with access to the mailboxes you wish to connect to Communications Mining™.
- Create a service account:
- Add user—find out how.
- Assign licenses to the user—find out how.
- Give a service account access to shared mailboxes (it is sufficient to give the service account read-only access). There are
two main methods you can use to do this:
- Create shared mailboxes and give access to users (including the service account)—find out how.
- Give the service account access to a user's emails—find out how.
- Create a service account:
- Sign into Communications Mining
Sign into Communications Mining through UiPath® Automation Cloud as normal.
- Create a new integration in Communications Mining
- Navigate to the Integrations page through the settings cog at the top right
- Select New Integration
- Select an existing project and enter a name for your integration, and add a title if desired
- Click Continue
- Populate your oauth authority using the tenant ID generated in Step 2, in the following format:
https://login.microsoftonline.com/{tenant_id} - Populate username and password of your service account
- Populate your client ID generated in Step 2
- Populate your Client Secret generated in Step 3
- Click Validate & Save Credentials
- Click Continue
- Click Add Mailbox to open the mailbox form
- Enter the email address for which you wish to copy emails into Communications Mining
- Click Add Mailbox again to save the mailbox
Click Create Integration
You have now successfully created an integration between Communications Mining™ and Microsoft Exchange through Azure. You can disable the integration by hitting the switch in the top-right corner of the Integrations page. To delete it, select the trash can icon.
You can also enable attachment syncing at mailbox level on an Exchange integration. The streams API then makes the attachments retrievable via an attachment reference. Check more about syncing attachments in the Attachments and Using Exchange Integrations pages.
If you have any questions or need assistance with the integration process, contact UiPath® support.
