Transformers to Create Chatbots

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This project is part of the liveProject series Using Hugging Face Transformers to Create Chatbots
prerequisites
intermediate Python • basics of Jupyter Notebook and NLP
skills learned
using a transformer to create a translation tool • build a chatbot using Hugging Face library to translate user messages from foreign languages ​​to English
Giuliano Bertoti
1 week · 6-8 hours per week · BEGINNER
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liveProject This project is part of the liveProject series Using Hugging Face Transformers to Create Chatbots liveProjects give you the opportunity to learn new skills by completing real-world challenges in your local development environment. Solve practical problems, write working code, and analyze real data—with liveProject, you learn by doing. These self-paced projects also come with full liveBook access to select books for 90 days plus permanent access to other select Manning products. $19.99 $29.99 you save $10 (33%)
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In this liveProject you’ll develop a chatbot that can translate user messages, using the Hugging Face NLP library. Your challenges will include building the task with the T5 transformer, and build a Translation task considering different languages with mBART. You’ll classify the language of users' messages, and integrate your translation task with a chatbot.
This project is designed for learning purposes and is not a complete, production-ready application or solution.

book resources

When you start your liveProject, you get full access to the following books for 90 days.

project author

Giuliano Bertoti
Giuliano Bertoti holds a Master of Science in Electronic Engineering and Computing from the Aeronautics Institute of Technology in Brazil. He has been a professor of Software Engineering and other computer science disciplines for 14 years and has developed several projects in the field of Artificial Intelligence.

prerequisites

This liveProject is for intermediate Python programmers with some experience in natural language processing. To begin this liveProject you will need to be familiar with:

TOOLS
  • Intermediate Python
  • Basics of Jupyter Notebook
TECHNIQUES
  • Basics of natural language processing

you will learn

In this liveProject, you’ll learn to use the powerful Hugging Face Transformers library to create chatbots using the Translation natural language processing (NLP) task.

  • Build a Translation NLP pipeline with a T5 Transformer
  • Build a Translation Task considering different languages with mBART
  • Classify the language of users' messages
  • Create a Telegram chatbot that translates user's messages

features

Self-paced
You choose the schedule and decide how much time to invest as you build your project.
Project roadmap
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book resources
Get full access to select books for 90 days. Permanent access to excerpts from Manning products are also included, as well as references to other resources.
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