Build a Working Chatbot in Python

von
Coursera Project Network
In diesem angeleitetes Projekt werden Sie:

Plan a custom development strategy for a chatbot with a specific goal in mind

Develop rule-based transactional responses for the most common inputs

Build a fully functional, intelligently responding chatbot that is trained for a specific task or for entertainment

Clock2 hours
IntermediateMittel
CloudKein Download erforderlich
VideoVideo auf geteiltem Bildschirm
Comment DotsEnglisch
LaptopNur Desktop

Google Assistant, Alexa, Siri. These have become household names. Thanks to advances in Natural Language Processing technologies, chatbots are increasing efficiency and saving money for companies worldwide. Chatbots can be used for a variety of tasks. Take customer support for example, where a chatbot can be used for: answering questions, finding products, checking inventory, or recommending items. They are also finding use to speed up medical diagnosis and triage (especially in mental health), keep the elderly company, and even in the context of video games. In this project, I will show you a variety of methods and techniques for creating an intelligent AI chatbot for your business or for fun. You could even build a chatbot that imitates you! Note: This course works best for learners who are based in the North America region. We’re currently working on providing the same experience in other regions.

Kompetenzen, die Sie erwerben werden

  • Natural Language Processing
  • Machine Learning
  • Python Programming
  • Tensorflow
  • Chatbot

Schritt für Schritt lernen

In einem Video, das auf einer Hälfte Ihres Arbeitsbereichs abgespielt wird, führt Sie Ihr Dozent durch diese Schritte:

  1. Overview types and uses of chatbots

  2. Begin the Development Workflow

  3. Rule-based Responses

  4. Word Embeddings, Tokenization, and Vectorization

  5. Discuss NLP models

  6. Gather or create a dataset (corpus) and train an NLP model on it using Tensorflow

  7. Sentiment Analysis for User Insight

  8. Combine Methods for an Adaptable, Task-Oriented Chatbot

  9. Get your chatbot online with Twilio and Flask

Ablauf angeleiteter Projekte

Ihr Arbeitsbereich ist ein Cloud-Desktop direkt in Ihrem Browser, kein Download erforderlich

Ihr Dozent leitet Sie in einem Video mit geteiltem Bildschirm Schritt für Schritt an.

Häufig gestellte Fragen

Häufig gestellte Fragen

Haben Sie weitere Fragen? Besuchen Sie das Learner Help Center.