|
HOW IT WORKS |
NLU and NLG
|
Two main branches of NLP are natural language understanding (NLU) and natural language generation (NLG). While NLU models extract some sort of understanding out of a text (such as sentiment or polarity), NLG models generate texts based on some coded input (examples, chatbots, auto complete, image captioning, machine translation)
|
Image to Text
Optical character recognition or optical character reader is the electronic or mechanical conversion of images of typed, handwritten or printed text into machine-encoded text, whether from a scanned document, a photo of a document, a scene-photo or from subtitle text superimposed on an image. Wikipedia
Try the demo below by uploading your own images or use the examples.
Demo only, limited accuracy and performance!
Try the demo below by uploading your own images or use the examples.
Demo only, limited accuracy and performance!
Chatbot
This chatbot is a customer service assistant working at a large car dealership. It uses ChatGPT API to answer questions related to cars and services.
Start a conversion by asking:
Demo only, limited accuracy and performance!
Be patient with this demo as it needs to load a heavy language model on limited cloud resources.
Start a conversion by asking:
- Which cars are available for sale?
- What services do you offer?
- What is your cheapest car?
Demo only, limited accuracy and performance!
Be patient with this demo as it needs to load a heavy language model on limited cloud resources.
Technical Description
Connected to OpenAI API, uses prompt engineering to focus the conversation on a specific topic.
There is a built-in moderation layer to monitor the chat and its quality.
API is hosted on private GCP account.
Previous Implementation:
Model using DialoGPT-medium to generate text with a casual tone.
Improvement suggested for v2:
There is a built-in moderation layer to monitor the chat and its quality.
API is hosted on private GCP account.
Previous Implementation:
Model using DialoGPT-medium to generate text with a casual tone.
Improvement suggested for v2:
- Custom train on a few topics
Word CloudNullam cursus, tellus sit amet scelerisque sodales, lorem est hendrerit lectus, consectetur turpis ex nec turpis.
|
Sentiment AnalysisNullam cursus, tellus sit amet scelerisque sodales, lorem est hendrerit lectus, consectetur turpis ex nec turpis.
|
ChatbotA chatbot running on ChatGPT language model.
|
