Search icon CANCEL
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Conferences
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
Machine Learning Solutions

You're reading from   Machine Learning Solutions Expert techniques to tackle complex machine learning problems using Python

Arrow left icon
Product type Paperback
Published in Apr 2018
Publisher Packt
ISBN-13 9781788390040
Length 566 pages
Edition 1st Edition
Languages
Tools
Arrow right icon
Author (1):
Arrow left icon
Jalaj Thanaki Jalaj Thanaki
Author Profile Icon Jalaj Thanaki
Jalaj Thanaki
Arrow right icon
View More author details
Toc

Table of Contents (19) Chapters Close

Machine Learning Solutions
Foreword
Contributors
Preface
1. Credit Risk Modeling 2. Stock Market Price Prediction FREE CHAPTER 3. Customer Analytics 4. Recommendation Systems for E-Commerce 5. Sentiment Analysis 6. Job Recommendation Engine 7. Text Summarization 8. Developing Chatbots 9. Building a Real-Time Object Recognition App 10. Face Recognition and Face Emotion Recognition 11. Building Gaming Bot List of Cheat Sheets Strategy for Wining Hackathons Index

Summary


In this chapter, we referred to a different dataset in order to make a chatbot. You learned about the rule-based approach that can be used if you don't have any datasets. You also learned about the open and closed domains. After that, we used the retrieval-based approach in order to build the basic version of a chatbot. In the revised approach, we used TensorFlow. This revised approach is great for us because it saves time compared to the basic approach. We implemented Google's neural Conversational Model paper on the Cornell Movie-Dialogs dataset. For the best approach, we built a model that used the Facebook bAbI dataset and built the basic reasoning functionality that helped us generate good results for our chatbot. Although the training time for the revised and best approaches are really long, those who want to train the model on the cloud platform can choose to do so. So far, I like Amazon Web Services (AWS) and the Google Cloud platform. I also uploaded a pre-trained model...

lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at €18.99/month. Cancel anytime