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README.md

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 Multi-label binary sequence classification model developed by [Dejan Marketing](https://dejanmarketing.com/).
 
-This model is an albert/albert-base-v2 fine-tune trained to return an array of values for 10 classification labels.
+The model is designed to be deployed in an automated pipeline capable of classifying search query intent for thousands (or even millions) of search queries from common data sources such as Google Search Console, SEMRush, Ahrefs, Moz, Majestic and Google Ads. This is a small demo model which may occassionally misclasify some queries. In a typical commercial project a larger model is deployed for the task and in special cases a domain-specific model is developed for the client.
 
-# Labels
+Interested in using this in an automated pipeline for bulk query processing? [book an appointment](https://dejanmarketing.com/conference/)
+
+# Base Model
+
+albert/albert-base-v2
+
+# Output
+
+A list of binary classes (0,1) for 10 classification labels.
+
+## Labels
 
     LABEL_0: 'Commercial'
     LABEL_1: 'Non-Commercial'