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Build Your First Python Chatbot In 5 Minutes - "Jarvis"
This article was originally published at http://codeperfectplus.herokuapp.com/build-your-first-python-chatbot-in-5-minutes
In the age of AI, chatbots are getting popular day by day. It's industrys newest tools designed to simplify the interaction between humans and computers. From E-commerce to Healthcare institutions, Everyone wants to use Chatbot for interaction with the user.
What is a Chatbot
A chatbot is a software application used to conduct an online chat conversation via text or text-to-speech, in lieu of providing direct contact with a live human agent. According to Wikipedia.
Types of Chatbot
Chatbots can be categorized into two types
- Rules-Based
- Self Learning
The Rules-Based:- Rules-based chatbots trains a chatbot to answer question-based on pre-trained rules. these type of chatbot are good for simple queries.
Self-learning chatbot:- Self-learning chatbots are based on machine learning algorithms and they are smarter than rules-based chatbots. They can learn on their own.
How Chatbot Works
AI-powered chatbots are intelligent and can also learn on their own. They use Natural language processing and machine learning algorithm to learn and feed on data.
E.g: Google Assistant, Alexa, Siri
Intelligent AI- chatbot feed on user data and learn and try to improve themselves. They analyze it with complex AI- Algorithms and output response as text or voice.
Since these bots can learn from behaviour and experiences, they can respond to a wide range of queries and commands.
Today, we will create python chatbot using ChatterBot library. Let's get started!
1. Create Virtual Environment
pipenv
is a python library to create virtual environment easily.
pip install pipenvpipenv install
2. Install Libraries
We Will Use ChatterBot library to create Simple Python Chatbot. Install chatterbot
and chatterbot_corpus
with the help of pip command.
pipenv install chatterbotpipenv install chatterbot_corpus
3. Create and Train the Chatbot
from chatterbot import ChatBotfrom chatterbot.trainers import ChatterBotCorpusTrainerBOTNAME = "Jarvis" def start(): bot = ChatBot(BOTNAME, logic_adapters=[ { 'import_path': 'chatterbot.logic.BestMatch', 'default_response': 'I am sorry, but I do not understand.', 'maximum_similarity_threshold': 0.90, },],preprocessors = [ "chatterbot.preprocessors.clean_whitespace",],input_adaptor="chatterbot.input.TerminalAdaptor",output_adaptor="chatterbot.output.TerminalAdaptor",database_uri='sqlite:///database.sqlite3')trainer = ChatterBotCorpusTrainer(bot)# Train based on the english corpustrainer.train("chatterbot.corpus.english","chatterbot.corpus.english.greetings","chatterbot.corpus.english.conversations",)print(f"Hello I am {BOTNAME}")while True: try: bot_input = input("You: ") bot_respose = bot.get_response(bot_input) print(f"{BOTNAME}: {bot_respose}") except(KeyboardInterrupt, EOFError, SystemExit): breakif __name__ == "__main__": start()
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Original Link: https://dev.to/codeperfectplus/build-your-first-python-chatbot-in-5-minutes-270d
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