Building Chatbots with Python: Using Natural Language Processing and Machine Learning


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Description

Chapter 1: Introducing Chatbots

Chapter Goal: Make the user get familiar with Chatbots.Sub -Topics1. Do's and Don'ts in Chatbots2. What are the limitations of chatbots and how we should solve them?3. What are different kind of chatbots ? Where do they fit in ?
Chapter 2: Natural Language Processing
Chapter Goal: Be able to do custom natural language processing platform for your chatbotsSub - Topics 1. Installation of NLTK and methods in natural language processing.2. POS Tagging, Stemming, Lemmetization, 3. Logical Semantics

Chapter 3: Chatbot Development

Chapter Goal: Building a chatbot and defining its data constraintsSub - Topics: 1. Using api.ai platform to create a chatbot2. Feeding data and defining Intents and entities
Chapter 4: Chatbot Communication
Chapter Goal: Enabling communication with the bot to make the bot respond to your queries.
Sub - Topics:
1. Making our chatbot respond to our queries2. Integration and Deployment
Chapter 5: Build-Train-Deploy
Chapter Goal: To build, train and deploy a chatbot of your own Sub - Topics: 1. Getting acclimatize to use open source libraries to train your data2. Defining Intents and entities on your data3. Using ML algorithms to predict the intent and take action based on that4. Using your code in a web app to make a conversational agent.5. Deploy your app on your own server with AWS


Author: Sumit Raj
Publisher: Apress
Published: 12/13/2018
Pages: 192
Binding Type: Paperback
Weight: 0.84lbs
Size: 10.00h x 7.00w x 0.45d
ISBN13: 9781484240953
ISBN10: 1484240952
BISAC Categories:
- Computers | Languages | Python
- Computers | Programming | Object Oriented

About the Author

Sumit Raj, is a techie at heart, who loves coding and building applications. He is a Python expert with a keen interest in Machine Learning and Natural Language Processing. He believes in the idea of writing code which directly impacts revenue of the company.

Sumit has worked in multiple domains like Personal Finance Management, Real-Estate, E-commerce, Revenue Analytics to build multiple scalable applications. He has helped various early age startups with their initial design & architecture of the product which got funded later by investors and governments. He comes with a good experience of cutting-edge technologies used in high-volume internet/enterprise applications for scalability, performance tuning & optimization and cost-reduction.

He has been mentoring students/developers on Python programming all across the globe. He has mentored over 1000 students and professionals using various online and offline platforms & channels on Programming Languages, Data Science & for career counselling. Sumit likes to be a part of technical meetups, conferences and workshops. He never likes to miss a chance to attend hackathons. His love for building applications and problem solving has won him multiple awards and accolades. He is regularly invited speak at premier educational institutes of India. He is also a speaker at PyLadies meetup group, ladies who code in Python which is led by one of the former director of PSF(Python Software Foundation).

In his free time, he likes to write on his blog and answer questions on Computer Programming, Chatbots, Python/Django, Career Advice & Web Development on Quora having over 1 million views together. Feel free for A2A on his Quora profile.

Currently, he is working as Senior Solutions Architect at GeoSpark R&D, Bangalore, India building a developer platform for location tracking. You can get to know more about him from his website.