Course curriculum
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1
Introduction
- Course Introduction
- Instructor Introduction
- AI Sciences Introduction
- Course Description
- Machine Learning Based Chatbots
- Deep Learning Based Chatbots
- Chatbots with Amazon Lex
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2
Basics of Chatbots with Machine Learning & Python
- Overview of Chatbots: Module Overview
- Overview of Chatbots: History of Chatbots
- Overview of Chatbots: Applications of Chatbots
- Overview of Chatbots: Chatbots vs Virtual Assistants vs Personal Assistants
- Overview of Chatbots: Benifits of Chatbots
- Overview of Chatbots: Why Should Companies Pick Chatbots
- Overview of Chatbots: Chatbot Types
- Overview of Chatbots: Rule Based Chatbots
- Overview of Chatbots: Self Learning Chatbots
- Overview of Chatbots: Mechanism of Chatbots
- Overview of Chatbots: Challenges of Chatbots
- Overview of Chatbots: Quiz
- Overview of Chatbots: Quiz Solution
- Machine Learning Based Chatbots: Module Introduction
- Machine Learning Based Chatbots: Module Overview
- Machine Learning Based Chatbots: Architecture of ML Chatbots
- Machine Learning Based Chatbots: ML Enabled Features
- Machine Learning Based Chatbots: Revolution with ML
- Machine Learning Based Chatbots: NLTK Features
- Machine Learning Based Chatbots: Rule Based Chatbots
- Machine Learning Based Chatbots: Package Installation
- Machine Learning Based Chatbots: Data Input
- Machine Learning Based Chatbots: Word Tokens and Remove ASCII
- Machine Learning Based Chatbots: Remove Tags and Lemmatize
- Machine Learning Based Chatbots: Chatbot Greets
- Machine Learning Based Chatbots: Response Generation
- Machine Learning Based Chatbots: Wiki Search
- Machine Learning Based Chatbots: Developing Results
- Machine Learning Based Chatbots: Local Search and Wikipidea Search
- Project: Conversational Chatbot Development with Machine Learning: Module Introduction
- Project: Conversational Chatbot Development with Machine Learning: Project Overview and Packages
- Project: Conversational Chatbot Development with Machine Learning: Getting the Data
- Project: Conversational Chatbot Development with Machine Learning: Elimination
- Project: Conversational Chatbot Development with Machine Learning: Tokenization
- Project: Conversational Chatbot Development with Machine Learning: Lemmatization and Processed Text
- Project: Conversational Chatbot Development with Machine Learning: Greeting Function
- Project: Conversational Chatbot Development with Machine Learning: Generate Response
- Project: Conversational Chatbot Development with Machine Learning: Bot Finishing
- Project: Conversational Chatbot Development with Machine Learning: Testing the Bot
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3
Advanced Chatbots with Deep Learning & Python
- Fundamentals of Chatbots for Deep Learning: Module Introduction
- Fundamentals of Chatbots for Deep Learning: Conventional vs AI Chatbots
- Fundamentals of Chatbots for Deep Learning: Geneative vs Retrievel Chatbots
- Fundamentals of Chatbots for Deep Learning: Benifits of Deep Learning Chatbots
- Fundamentals of Chatbots for Deep Learning: Chatbots in Medical Domain
- Fundamentals of Chatbots for Deep Learning: Chatbots in Business
- Fundamentals of Chatbots for Deep Learning: Chatbots in E-Commerce
- Deep Learning Based Chatbot Architecture and Develpment: Module Introduction
- Deep Learning Based Chatbot Architecture and Develpment: Deep Learning Architecture
- Deep Learning Based Chatbot Architecture and Develpment: Encoder Decoder
- Deep Learning Based Chatbot Architecture and Develpment: Steps Involved
- Deep Learning Based Chatbot Architecture and Develpment: Project Overview and Packages
- Deep Learning Based Chatbot Architecture and Develpment: Importing Libraries
- Deep Learning Based Chatbot Architecture and Develpment: Data Prepration
- Deep Learning Based Chatbot Architecture and Develpment: Develop Vocabulary
- Deep Learning Based Chatbot Architecture and Develpment: Max Story and Question Length
- Deep Learning Based Chatbot Architecture and Develpment: Tokenizer
- Deep Learning Based Chatbot Architecture and Develpment: Separation and Sequence
- Deep Learning Based Chatbot Architecture and Develpment: Vectorize Stories
- Deep Learning Based Chatbot Architecture and Develpment: Vectorizing Train and Test Data
- Deep Learning Based Chatbot Architecture and Develpment: Encoding
- Deep Learning Based Chatbot Architecture and Develpment: Answer and Response
- Deep Learning Based Chatbot Architecture and Develpment: Model Completion
- Deep Learning Based Chatbot Architecture and Develpment: Predictions
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4
Chatbots Development with Amazon Lex
- Fundamentals of AWS for Chatbots: Module Overview
- Fundamentals of AWS for Chatbots: Overview of AWS
- Fundamentals of AWS for Chatbots: Services of AWS
- Fundamentals of AWS for Chatbots: Salient Features of AWS
- Fundamentals of AWS for Chatbots: Lex Bot Overview
- Fundamentals of AWS for Chatbots: Benifits of Amazon Lex
- Fundamentals of AWS for Chatbots: Framework of Lex
- Chatbot Development with AWS Lex and AWS Lambda: Module Overview
- Chatbot Development with AWS Lex and AWS Lambda: Chatbot Steps
- Chatbot Development with AWS Lex and AWS Lambda: AWS Lambda Steps
- Chatbot Development with AWS Lex and AWS Lambda: Twilio and Website
- Chatbot Development with AWS Lex and AWS Lambda: Response Cards
- Chatbot Development with AWS Lex and AWS Lambda: Start Developing Chatbot
- Chatbot Development with AWS Lex and AWS Lambda: Intent Utterance and Slot
- Chatbot Development with AWS Lex and AWS Lambda: Making Utterances
- Chatbot Development with AWS Lex and AWS Lambda: Generic Utterance with Slots
- Chatbot Development with AWS Lex and AWS Lambda: Adding Custom Slots
- Chatbot Development with AWS Lex and AWS Lambda: Build and Test
- Chatbot Development with AWS Lex and AWS Lambda: Visual Builder
- Chatbot Development with AWS Lex and AWS Lambda: Lambda Introduction
- Chatbot Development with AWS Lex and AWS Lambda: Interconnection
- Chatbot Development with AWS Lex and AWS Lambda: Starting Lambda Code
- Chatbot Development with AWS Lex and AWS Lambda: Session state Dialog Hook and Dialog Action
- Chatbot Development with AWS Lex and AWS Lambda: Completing Lambda Function
- Chatbot Development with AWS Lex and AWS Lambda: Testing our Chatbot
- Chatbot Development with AWS Lex and AWS Lambda: Chatbot Deployment on Whatsapp with Twilio
- Chatbot Development with AWS Lex and AWS Lambda: Integration with Boto
- Chatbot Development with AWS Lex and AWS Lambda: Responses with Boto
- Chatbot Development with AWS Lex and AWS Lambda: Chatbot on Website
- Chatbot Development with AWS Lex and AWS Lambda: Response Cards for User Experience
- Chatbot Development with AWS Lex and AWS Lambda: Complete Chatbot with Response Cards