Model training deep dive: Explore (v2024.10)

This course is meant to provide technical audiences and business users with an understanding of the 'Explore' phase of the model training process.

It provides an overview of the primary steps and label training modes in the 'Explore' phase — 'Shuffle', 'Teach', and 'Low Confidence'.

It also covers entity training, as well as pruning and reorganizing a taxonomy as required.

The Model Training Deep Dive: Explore course takes 45 minutes to complete. At the end, you’ll receive a diploma of completion.

To enjoy this learning experience, we recommend you going through the following courses: 

• UiPath Communications Mining overview 

• Fundamentals of model training 

• Taxonomy design 

• Model training deep dive: Setup 

• Model training deep dive: Discover 

The Model training deep dive: Explore course is aimed at technical audiences and business users, as well as anybody else curious to see the power of Natural Language Processing in business.

 The full agenda covers:  

• Introduction to the 'Explore' Phase 

• How to Train Using ‘Shuffle’, ‘Teach Label', and ‘Low Confidence’ 

• How to Train general fields Using 'Teach General Field' 

• How to Prune and Reorganize a Taxonomy 

• How to Use 'Train' During the 'Explore' Phase 

• Practice: Train Your Own Model in the 'Explore' Phase 

At the end of the Model training deep dive: Explore course, you should be able to: 

• Define what 'Explore' is, how it works, and why it's important. 

• List out the important considerations while labeling in 'Explore'. 

• Navigate around 'Explore'. 

• Train using 'Shuffle' mode. 

• Train using 'Teach Label' mode. 

• Train using 'Low Confidence' mode. 

• Train general fields using 'Teach General Field' mode. 

• Prune and reorganize your taxonomy. 

• Use 'Train' during the 'Explore' phase.