Course curriculum
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1
Introduction
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Introduction to Certified Chatbot Expert
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2
Introduction to AI
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What is Artificial Intelligence?
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Intelligent Agents
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Advantages and Disadvantages of AI
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Challenges of AI
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3
Introduction to Chatbots
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What is a Chat Bot?
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Use Cases of Chatbots
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Components of a Chatbot
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Designing a Chat Bot
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4
Fundamentals of Machine Learning
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What is Machine Learning?
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Types of Learning
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Clustering
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Classification
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Decision Tree
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Regression
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Support Vector Machine
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What is Reinforcement learning?
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5
Communication and Perceiving
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Natural Language Processing
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Perception
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6
Natural Language Processing in Python
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Natural Language Processing in Python
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NLP Code Examples in Python
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7
Sequence to Sequence Modelling in Python
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Sequence to Sequence Modelling in Python
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8
Implementing your Chatbot in Python
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Setting up the Environment (Downloading Anaconda)
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Setting up the Environment (Installing Anaconda)
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Setting up the Environment (Installing Conda Libraries)
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Chatbot Basics Setup Git Clone
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Text Cleaning (Part-1)
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Text Cleaning (Part-2)
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Inference
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Deploying to Flask Frontend
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Companion Bot Demo
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9
Implementing your Chatbot in Dialogflow
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Introduction to Dialog Flow
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Capstone Project -Travel Guide Bot
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Installation Files for Capstone Project
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Installing Anaconda and Ngork
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Ngrok Setup
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Web Server Setup (Part -1)
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Web Server Setup (Part - 2)
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Dialog Flow for Capstone Project (Part - 1)
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Dialog Flow for Capstone Project (Part - 2)
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Dialog Flow for Capstone Project (Part - 3)
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Dialog Flow for Capstone Project (Part - 4)
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Dialog Flow for Capstone Project (Part - 5)
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Dialog Flow for Capstone Project (Part - 6)
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Dialog Flow for Capstone Project (Part - 7)
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Linking Chatbot with Webhook (Part - 1)
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Linking Chatbot with Webhook (Part - 2)
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Linking Chatbot with Webhook (Part - 3)
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Linking Chatbot with Webhook (Part - 4)
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Deploying to Slack
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10
Study Material for Certified Chatbot Expert
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Study Material for Certified Chatbot Expert
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