AdTypeClassifier / README.md
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metadata
library_name: transformers
pipeline_tag: text-classification
widget:
  - text: Shop Popular Prescription Food & Treats from Trusted Brands at Chewy.
    example_title: Product Promotion Example
  - text: >-
      Protect your pet with wellness & insurance plans at Chewy. Rx coverage, no
      payout limits!
    example_title: Service Promotion Example
  - text: >-
      Food your pet will love or we'll make it right with our 100% satisfaction
      guarantee Fast delivery of pet food so you can spend more time playing &
      less time shopping. Low Prices. Free 365-Day Returns. 24/7 Customer
      Service.
    example_title: Sales Promotion Example
  - text: >-
      Join Our Treats™ Rewards Program to Start Earning Points & Receive
      Exclusive Discounts. Autoship ...
    example_title: Lead Generation Example
  - text: Be prepared for the unexpected with CarePlus.
    example_title: Brand Awareness Example
  - text: >-
      New Customers Are Welcome at PetSmart® for Exclusive Deals on the Most
      Trusted Brands. Get all Your Pet Essentials With Free Same-Day Delivery or
      Curbside Pickup at PetSmart! Weekend Adoption Events. Pet Training.
    example_title: Variety Example

Model Card for Model ID

You can use this classifier on Google Ads to determine which of the 5 types of Ad promotions a Google Ad pertains to.

Label Mappings

  • LABEL_0: product promotion
  • LABEL_1: service promotion
  • LABEL_2: sales promotion
  • LABEL_3: lead generation
  • LABEL_4: brand awareness

Model Description

This classifier is a trained checkpoint of Bert, specifically bert-base-uncased, trained on 10,000 Google Ad inputs. These ads were scraped, cleaned, and labeled using OpenAi 3.5 turbo.