Smart discord chatbot integrated with Dialogflow

Overview

academic-NLP-chatbot

Intro

Smart discord chatbot integrated with Dialogflow to interact with students naturally and manage different classes in a school.

Description

As an effort to manage different classrooms, this smart chatbot is created so students can interact with it on Discord naturally and get things done without TAs or instructors' help.

This chatbot is named Bu, a real name of a dog living in CoderSchool.

Here are what Bu can do:

  • Bu can check your attendance by greeting it.
  • Bu can give important links (material links, zoom link, score dashboard,...)
  • Bu can cheers you up when you are sad :((
  • Bu can tell you jokes to make you smile :))
  • Bu can clear up its own messages.
  • Bu can show who is missing in the class or not yet check their attendance.
  • Bu can answer common questions about CoderSchool (opening hours, who is CEO, best instructor, TA,...)
  • Bu can do small talks to you :))
  • Bu can introduce a bit about itself.
  • Bu can choose what kind of food you should have for lunch or dinner if you are indecisive.
  • Bu can give points to you (Can only be done by TAs/Instructors).

Getting Started

Dependencies

  • Python 3.5.3+
  • discord library
  • google.cloud.dialogflow library
  • flask library

Installing

  • Make sure you have discord.py which works with Python 3.5.3 or higher. You can get the library directly from PyPI:
python3 -m pip install -U discord.py
  • Install diaglow library:
pip install google-cloud-dialogflow
  • Install flask library:
pip install flask

Workflow

Workflow

This chatbot is running 24/7 to answer questions from students so I choose to host it for free on replit.com and have uptimerobot.com to ping the server every 5 minute to prevent it from shutting down on replit.

Usage

Here are some read examples of the chatbot in action where students just talk to it naturally like to a real TA, where its answers are unique and different everytime:

  • Ask what it can do

Help

  • Ask who it is

Who are you?

  • Ask who is the creator of it

Father

  • It can automatically check students' attendance by just greeting to it and it will reply in a funny way

Check attendance 1

Check attendance 2

Check attendance 3

  • It can answer some common questions about the course or the company

opening hours

  • It can show relevant links of the course which students ask for

Dashboard

  • It can award students who are active in the class

Give score

  • It can cheer up students if they are are sad or struggled

Sad cheer up

  • It can tell different jokes

Joke 1

Joke 2

Joke 3

  • It can pick a meal for you if you are indecisive what to have for lunch or dinner (A lot of students request for this feature!)

Meal choice

License

This project is licensed under the MIT License - see the LICENSE.md file for details

Acknowledgments

Some useful documents are:

Owner
Tom Huynh
A Machine Learning Scientist and Engineer!
Tom Huynh
Collection of scripts to pinpoint obfuscated code

Obfuscation Detection (v1.0) Author: Tim Blazytko Automatically detect control-flow flattening and other state machines Description: Scripts and binar

Tim Blazytko 230 Nov 26, 2022
voice2json is a collection of command-line tools for offline speech/intent recognition on Linux

Command-line tools for speech and intent recognition on Linux

Michael Hansen 988 Jan 04, 2023
Task-based datasets, preprocessing, and evaluation for sequence models.

SeqIO: Task-based datasets, preprocessing, and evaluation for sequence models. SeqIO is a library for processing sequential data to be fed into downst

Google 290 Dec 26, 2022
CodeBERT: A Pre-Trained Model for Programming and Natural Languages.

CodeBERT This repo provides the code for reproducing the experiments in CodeBERT: A Pre-Trained Model for Programming and Natural Languages. CodeBERT

Microsoft 1k Jan 03, 2023
Materials (slides, code, assignments) for the NYU class I teach on NLP and ML Systems (Master of Engineering).

FREE_7773 Repo containing material for the NYU class (Master of Engineering) I teach on NLP, ML Sys etc. For context on what the class is trying to ac

Jacopo Tagliabue 90 Dec 19, 2022
A Survey of Natural Language Generation in Task-Oriented Dialogue System (TOD): Recent Advances and New Frontiers

A Survey of Natural Language Generation in Task-Oriented Dialogue System (TOD): Recent Advances and New Frontiers

Libo Qin 132 Nov 25, 2022
File-based TF-IDF: Calculates keywords in a document, using a word corpus.

File-based TF-IDF Calculates keywords in a document, using a word corpus. Why? Because I found myself with hundreds of plain text files, with no way t

Jakob Lindskog 1 Feb 11, 2022
This repository contains the code for "Generating Datasets with Pretrained Language Models".

Datasets from Instructions (DINO 🦕 ) This repository contains the code for Generating Datasets with Pretrained Language Models. The paper introduces

Timo Schick 154 Jan 01, 2023
EMNLP 2021 paper "Pre-train or Annotate? Domain Adaptation with a Constrained Budget".

Pre-train or Annotate? Domain Adaptation with a Constrained Budget This repo contains code and data associated with EMNLP 2021 paper "Pre-train or Ann

Fan Bai 8 Dec 17, 2021
A Python script which randomly chooses and prints a file from a directory.

___ ____ ____ _ __ ___ / _ \ | _ \ | _ \ ___ _ __ | '__| / _ \ | |_| || | | || | | | / _ \| '__| | | | __/ | _ || |_| || |_| || __

yesmaybenookay 0 Aug 06, 2021
💫 Industrial-strength Natural Language Processing (NLP) in Python

spaCy: Industrial-strength NLP spaCy is a library for advanced Natural Language Processing in Python and Cython. It's built on the very latest researc

Explosion 24.9k Jan 02, 2023
Write Python in Urdu - اردو میں کوڈ لکھیں

UrduPython Write simple Python in Urdu. How to Use Write Urdu code in سامپل۔پے The mappings are as following: "۔": ".", "،":

Saad A. Bazaz 26 Nov 27, 2022
Text editor on python tkinter to convert english text to other languages with the help of ployglot.

Transliterator Text Editor This is a simple transliteration program which is used to convert english word to phonetically matching word in another lan

Merin Rose Tom 1 Jan 16, 2022
Common Voice Dataset explorer

Common Voice Dataset Explorer Common Voice Dataset is by Mozilla Made during huggingface finetuning week Usage pip install -r requirements.txt streaml

Ceyda Cinarel 22 Nov 16, 2022
Khandakar Muhtasim Ferdous Ruhan 1 Dec 30, 2021
PyTorch implementation of NATSpeech: A Non-Autoregressive Text-to-Speech Framework

A Non-Autoregressive Text-to-Speech (NAR-TTS) framework, including official PyTorch implementation of PortaSpeech (NeurIPS 2021) and DiffSpeech (AAAI 2022)

760 Jan 03, 2023
A workshop with several modules to help learn Feast, an open-source feature store

Workshop: Learning Feast This workshop aims to teach users about Feast, an open-source feature store. We explain concepts & best practices by example,

Feast 52 Jan 05, 2023
A spaCy wrapper of OpenTapioca for named entity linking on Wikidata

spaCyOpenTapioca A spaCy wrapper of OpenTapioca for named entity linking on Wikidata. Table of contents Installation How to use Local OpenTapioca Vizu

Universitätsbibliothek Mannheim 80 Jan 03, 2023
C.J. Hutto 3.8k Dec 30, 2022
Code for Findings of ACL 2022 Paper "Sentiment Word Aware Multimodal Refinement for Multimodal Sentiment Analysis with ASR Errors"

SWRM Code for Findings of ACL 2022 Paper "Sentiment Word Aware Multimodal Refinement for Multimodal Sentiment Analysis with ASR Errors" Clone Clone th

14 Jan 03, 2023