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Chatbot using Bi-directional Recurrent Neural Network

by Sri Balaji J Updated: May 24, 2022

A Chatbot is like a digital assistant, can be pretrained or have self-learning capability. It can be trained to understand the user queries and respond in the natural language of the user during a conversation. The proposed bot could identify the emotional status of the users and can provide suggestions using Bi-directional Recurrent Neural Network and tensor flow library functions. So I've created this kit based on paper "Intelligent Chatbot Model to Enhance the Emotion Detection in social media using Bi-directional Recurrent Neural Network". This kit can be helpful to build a similar bot. For further info refer this paper by the link below Intelligent Chatbot Model to Enhance the Emotion Detection in social media using Bi-directional Recurrent Neural Network

Development Environment

Development environment is a workspace with a set of processes and programming tools used to develop the source code for an application or software product. VSCode, Jupyter Notebook and spyder are such environments used for development and debugging. Jupyter Notebook is a web-based interactive environment often used for experiments, whereas VSCode and spyder is used to get a typical experience of IDE for developers.

notebookby jupyter

Jupyter Notebook star image 9722 Version:v7.0.0a11

License: Others (Non-SPDX)

Jupyter Interactive Notebook

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notebookby jupyter

Jupyter Notebook star image 9722 Version:v7.0.0a11 License: Others (Non-SPDX)

Jupyter Interactive Notebook
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vscodeby microsoft

TypeScript star image 141943 Version:1.74.3

License: Permissive (MIT)

Visual Studio Code

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vscodeby microsoft

TypeScript star image 141943 Version:1.74.3 License: Permissive (MIT)

Visual Studio Code
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spyderby spyder-ide

Python star image 7365 Version:v5.4.2

License: Permissive (MIT)

Official repository for Spyder - The Scientific Python Development Environment

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spyderby spyder-ide

Python star image 7365 Version:v5.4.2 License: Permissive (MIT)

Official repository for Spyder - The Scientific Python Development Environment
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Exploratory Data Analysis

For extensive analysis and exploration of data, and to deal with arrays, these libraries are used. They are also used for performing scientific computation and data manipulation.

pandasby pandas-dev

Python star image 36714 Version:1.5.2

License: Permissive (BSD-3-Clause)

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

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pandasby pandas-dev

Python star image 36714 Version:1.5.2 License: Permissive (BSD-3-Clause)

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
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numpyby numpy

Python star image 22550 Version:1.24.1

License: Permissive (BSD-3-Clause)

The fundamental package for scientific computing with Python.

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numpyby numpy

Python star image 22550 Version:1.24.1 License: Permissive (BSD-3-Clause)

The fundamental package for scientific computing with Python.
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Model development and Sentimental analysis

A bag-of-words model, or BoW for short, is a way of extracting features from the text for use in modeling, such as with machine learning algorithms. Bi-directional neural network, a machine learning algorithm is used to train the model. Since it has two hidden layers that can go both forward and backwards the model could have both the data that is used in the past and the future data that are useful in the prediction of the reply for the question asked in the chatbot. Sentiment analysis is the classification step where the statement is classified as a positive or negative or a neutral one by giving them a sentiment score. Score is given as +1,-1 or 0 depending upon the classification. The calculation is done based on the sentiment score by combining the score of the words for which TextBlob is used.

Bag-of-Visual-Words-Pythonby kushalvyas

Python star image 111 Version:Current

License: Permissive (MIT)

Implementing Bag of Visual words approach for object classification and detection

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Bag-of-Visual-Words-Pythonby kushalvyas

Python star image 111 Version:Current License: Permissive (MIT)

Implementing Bag of Visual words approach for object classification and detection
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RNNSharpby zhongkaifu

C# star image 277 Version:2.1.0.0

License: Permissive (BSD-3-Clause)

RNNSharp is a toolkit of deep recurrent neural network which is widely used for many different kinds of tasks, such as sequence labeling, sequence-to-sequence and so on. It's written by C# language and based on .NET framework 4.6 or above versions. RNNSharp supports many different types of networks, such as forward and bi-directional network, sequence-to-sequence network, and different types of layers, such as LSTM, Softmax, sampled Softmax and others.

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RNNSharpby zhongkaifu

C# star image 277 Version:2.1.0.0 License: Permissive (BSD-3-Clause)

RNNSharp is a toolkit of deep recurrent neural network which is widely used for many different kinds of tasks, such as sequence labeling, sequence-to-sequence and so on. It's written by C# language and based on .NET framework 4.6 or above versions. RNNSharp supports many different types of networks, such as forward and bi-directional network, sequence-to-sequence network, and different types of layers, such as LSTM, Softmax, sampled Softmax and others.
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Sentiment-Classification-using-RNNsby rojinadeuja

Jupyter Notebook star image 1 Version:Current

License: No License (null)

Sentiment classification on SST-5 and IMDb datasets using RNN, GRU, LSTM and bi-directional LSTM

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Sentiment-Classification-using-RNNsby rojinadeuja

Jupyter Notebook star image 1 Version:Current License: No License

Sentiment classification on SST-5 and IMDb datasets using RNN, GRU, LSTM and bi-directional LSTM
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TextBlobby sloria

Python star image 8406 Version:0.17.1

License: Permissive (MIT)

Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.

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TextBlobby sloria

Python star image 8406 Version:0.17.1 License: Permissive (MIT)

Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.
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GUI development

GUI is a Graphical Interface that is a visual representation of communication presented to the user for easy interaction with the machine. Here are some libraries that can be used to develop GUI for chatbots.

ruiby audulus

Rust star image 1117 Version:Current

License: Permissive (MIT)

Experimental Rust UI library

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ruiby audulus

Rust star image 1117 Version:Current License: Permissive (MIT)

Experimental Rust UI library
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pyfdaby chipmuenk

Python star image 465 Version:v0.6.0

License: Others (Non-SPDX)

Python Filter Design Analysis Tool

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pyfdaby chipmuenk

Python star image 465 Version:v0.6.0 License: Others (Non-SPDX)

Python Filter Design Analysis Tool
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MaterialFXby palexdev

Java star image 752 Version:11.14.0-EA3

License: Weak Copyleft (LGPL-3.0)

A library of material components for JavaFX

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MaterialFXby palexdev

Java star image 752 Version:11.14.0-EA3 License: Weak Copyleft (LGPL-3.0)

A library of material components for JavaFX
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neovideby Kethku

Rust star image 4404 Version:0.7.0

License: Permissive (MIT)

No Nonsense Neovim Client in Rust

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neovideby Kethku

Rust star image 4404 Version:0.7.0 License: Permissive (MIT)

No Nonsense Neovim Client in Rust
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ionic-frameworkby ionic-team

TypeScript star image 48560 Version:v6.5.2-nightly.20230131

License: Permissive (MIT)

A powerful cross-platform UI toolkit for building native-quality iOS, Android, and Progressive Web Apps with HTML, CSS, and JavaScript.

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ionic-frameworkby ionic-team

TypeScript star image 48560 Version:v6.5.2-nightly.20230131 License: Permissive (MIT)

A powerful cross-platform UI toolkit for building native-quality iOS, Android, and Progressive Web Apps with HTML, CSS, and JavaScript.
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architecture-samplesby android

Kotlin star image 42147 Version:Current

License: Permissive (Apache-2.0)

A collection of samples to discuss and showcase different architectural tools and patterns for Android apps.

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architecture-samplesby android

Kotlin star image 42147 Version:Current License: Permissive (Apache-2.0)

A collection of samples to discuss and showcase different architectural tools and patterns for Android apps.
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ioschedby google

Kotlin star image 21728 Version:2014

License: Permissive (Apache-2.0)

The Google I/O Android App

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ioschedby google

Kotlin star image 21728 Version:2014 License: Permissive (Apache-2.0)

The Google I/O Android App
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