NLP Techniques for creating AI Chatbots
Lean all the current techniques for building full business-ready chatbots that go past the basic frame!
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What You Will Learn!
- What are and how chatbots work
- Different types of chatbots
- How to architect a chatbot
- Natural Language Processing Tecchniques
- How to classify intents
- Named Entity Recognition
- NLP Fundamentals
- Similarity detection using Embeddings and Sentence-encoders
- How to do disambiguation
- Auto generation of training data
- Localization (using translation)
- Speech recognition
- Speech synthesization
- Build complex chatbots that go past the basic functionalities
Description
In the past few years Chatbots have become a must-have for businesses and companies. With latest advancements in Natural Language Processing we can build better chatbots in a fraction of the time it took a few years ago.
As such, many solutions like DialogFlow, Wit, and chatbot frameworks emerged that offer a quick way to create basic chatbots. But they have limitations, especially if you want to make something more complex and personalized. Because of that, I'm showing you how to use state-of-the-art NLP libraries and combine them to get a more advanced possible use of a chatbot.
After this course, the amazing thing won't be that the chatbot responds, but the entire process you're able to create and the possibilities that become available. You'll be more confident in tackling more difficult problems and will be able to make a more complex chatbot that offers more variety and functionality.
Who Should Attend!
- Anyone that wants to know how chatbots work
- Anyone that wants to see how chatbots can be more than basic question responders
- Beginner data science students
- Anyone that wants to see NLP libraries be applied in real world problems
Tags
- Artificial Intelligence
- Deep Learning
- Natural Language Processing
- Chatbot
Subscribers
263
Lectures
34
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