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Communications Mining Series - Zero to Hero - Session 2
- 1. UiPath Southern California Chapter Communications Mining Series – Session 2
- 2. 2 1. Introduction 2. UiPath SoCal Chapter 3. Communication Mining Administration 4. Manage Sources and Dataset 5. Taxonomy 6. Model Training 7. Refining Models & Using Validation 8. Best Practices 9. Live Demo 10.Q & A Agenda
- 3. 3 3 About UiPath South California Chapter We are an online and offline community where RPA developers, professionals and enthusiasts: - meet each other and share experiences in the RPA industry - learn together about the challenges they encounter - build projects and components together and expand upon automation ideas
- 4. 4 UiPath Community Marketing Manager, Americas, UiPath Diana Gray Organizers/Team/Speakers qBotica Tech Lead Devi Kandasamy
- 5. 5 Communications Mining - Overview
- 6. 6 Communications Mining - Phases
- 7. 7 ❖ Add Communications Mining as a Service ❖ Create Project ❖ Add User to Project ❖ Update User Permissions ❖ Remove user from project ❖ Quotas ❖ Deprecated Models Communications Mining – Setup & Administration
- 8. 8 ❖ Create datasource ❖ Upload CSV file into source ❖ Using Exchange Integration Communications Mining – Manage sources
- 9. 9 ❖ Headers on the first line delimited by commas or tabs ❖ A minimum of three columns are required: the message text contents (the message), a timestamp, and a unique ID that identifies the message ❖ All text fields should be surrounded by double quotes ❖ The file must be encoded as either UTF-8, UTF-16, or UTF-32 ❖ The file should be 64 MiB or less. Split larger file into multiple files Timestamp format: If format is ambiguous for the order of days / months / years (e.g. 01/02/03 10:10), suggest the correct interpretation: 2nd of January 2003 – None, 1st of February 2003 - Day first, 3rd of February 2001 - Year first, 2nd of March 2001 - Day first + Year first Recommended to supply timestamps in the RFC 3339 format if possible (e.g. 2020-01-31T12:34:56Z for UTC or with a timezone: 2020-08-031T11:20:60-08:00) Communications Mining – Upload CSV file
- 10. 10 ❖ Sign into Azure Cloud Portal ❖ Register an application for Communication Mining and retrieve Application (client) ID and a Directory (tenant) ID ❖ Create a Client Secret ❖ Set API Permissions ❖ Give access for service user to the shared mailboxes ❖ Create Integration in the platform with Microsoft exchange and fill in the credential details ❖ Add Mailboxes Refer: Communications Mining - Exchange Integration with Azure (uipath.com) Communications Mining – Exchange Integration with Azure
- 11. 11 ❖ Create dataset ❖ Importing Taxonomy ❖ Update dataset ❖ Delete Message ❖ Delete dataset Communications Mining – Manage Datasets
- 14. 14 Entity Types: Pre-trained vs Trained from scratch
- 15. 15 Taxonomy – Best Practices
- 16. 16 Pruning & reorganizing a taxonomy
- 17. 17 Model Training & Validation
- 18. 18 Model Training & Validation Performance Factors ❖All labels - the average performance of all labels in the taxonomy ❖Underperforming labels - the performance of the 10% of labels that have the most significant performance issues or lowest overall health ❖Coverage - the proportion of messages that are predicted to have at least one informative label ❖Balance - whether the reviewed data is an effective, balanced representative of the whole dataset
- 19. 19 July 10, 2024 - Communications Mining Series - Zero to Hero - Session 3 Upcoming Sessions
- 20. 20 Education Learn RPA Skills - Free Community Software - Academy - Certification - Academic Alliance Support Solve problems - Forum - Documentation - Community Blog - Use Cases Repository - Job Board Network Grow your career - Meetups & DevCon - Mentorship - Hackathons - MVP Program - Automation Champions An ecosystem enabling developer success
- 21. 21 Vibrant ecosystem of more than 1.5 million professionals and citizen developers learning, getting support, and succeeding together in their automation careers. • Start with the free Community Edition to get trained and certified • Then upgrade to the Enterprise version of the product Academy Academy • Get crowdsourced support and share product feedback on UiPath Forum • Check the product documentation • Join the Insider Preview for early testing Forum Community Events • Access the latest articles and video tutorial content created by community members and UiPath engineers in our Community Blog • Contribute as an author. UiPath Community MVPs • Get recognized as a Most Valuable Professional (MVP), Automation Champion or one of the Forum Leaders, based on the contribution to others’ growth Join the UiPath Community • Connect with like-minded people and share best practices with the UiPath Community • Solve challenges in engaging hackathon competitions • Join meetups and conferences Blog and Tutorials Automation Cloud Automation Cloud • Learn the skills of the future on UiPath Academy or through our Academic Alliance • Earn globally recognized credentials with UiPath Certifications
- 22. Q & A