Smart discord chatbot integrated with Dialogflow to manage different classrooms and assist in teaching!

Overview

smart-school-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

Requirements & Dependencies

  • All the library requirements can be installed through requirements.txt.
pip install -r requirements.txt
  • Make sure you have your own discord details in .env file.
DISCORD_TOKEN={BOT DISCORD TOKEN}
DISCORD_GUILD={GUILD NAME}
COHORT_METADATA={METADATA SPREADSHEET ID}
BOT_NAME={BOT NAME}
STUDENT_SCORING={STUDENT SCORING SPREADSHEET ID}
  • Your Google Service Account credentials in the credentials.json and dialogflow_bot.json.

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 real examples during the lectures 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 to the system by just greeting to it and it will reply in a funny way

Check attendance 1

Check attendance 2

Check attendance 3

  • It can award students who are active in the class

Give score

As you can see, the bot will automatically log in students' performances like attendance, activities and more. Students can check out their scores and ranking anytime on the Google Data Studio dashboard.

dashboard

  • 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

Links

  • 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

Acknowledgments

Some useful documents are:

License

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

Owner
Tom Huynh
A Machine Learning Scientist and Engineer!
Tom Huynh
The implementation of Parameter Differentiation based Multilingual Neural Machine Translation

The implementation of Parameter Differentiation based Multilingual Neural Machine Translation .

Qian Wang 21 Dec 17, 2022
HuggingTweets - Train a model to generate tweets

HuggingTweets - Train a model to generate tweets Create in 5 minutes a tweet generator based on your favorite Tweeter Make my own model with the demo

Boris Dayma 318 Jan 04, 2023
Text Analysis & Topic Extraction on Android App user reviews

AndroidApp_TextAnalysis Hi, there! This is code archive for Text Analysis and Topic Extraction from user_reviews of Android App. Dataset Source : http

Fitrie Ratnasari 1 Feb 14, 2022
Statistics and Mathematics for Machine Learning, Deep Learning , Deep NLP

Stat4ML Statistics and Mathematics for Machine Learning, Deep Learning , Deep NLP This is the first course from our trio courses: Statistics Foundatio

Omid Safarzadeh 83 Dec 29, 2022
Unsupervised text tokenizer for Neural Network-based text generation.

SentencePiece SentencePiece is an unsupervised text tokenizer and detokenizer mainly for Neural Network-based text generation systems where the vocabu

Google 6.4k Jan 01, 2023
Code repository of the paper Neural circuit policies enabling auditable autonomy published in Nature Machine Intelligence

Code repository of the paper Neural circuit policies enabling auditable autonomy published in Nature Machine Intelligence

9 Jan 08, 2023
Unofficial Python library for using the Polish Wordnet (plWordNet / Słowosieć)

Polish Wordnet Python library Simple, easy-to-use and reasonably fast library for using the Słowosieć (also known as PlWordNet) - a lexico-semantic da

Max Adamski 12 Dec 23, 2022
A framework for implementing federated learning

This is partly the reproduction of the paper of [Privacy-Preserving Federated Learning in Fog Computing](DOI: 10.1109/JIOT.2020.2987958. 2020)

DavidChen 46 Sep 23, 2022
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
Index different CKAN entities in Solr, not just datasets

ckanext-sitesearch Index different CKAN entities in Solr, not just datasets Requirements This extension requires CKAN 2.9 or higher and Python 3 Featu

Open Knowledge Foundation 3 Dec 02, 2022
Club chatbot

Chatbot Club chatbot Instructions to get the Chatterbot working Step 1. First make sure you are using a version of Python 3 or newer. To check your ve

5 Mar 07, 2022
Findings of ACL 2021

Assessing Dialogue Systems with Distribution Distances [arXiv][code] We propose to measure the performance of a dialogue system by computing the distr

Yahui Liu 16 Feb 24, 2022
Using BERT-based models for toxic span detection

SemEval 2021 Task 5: Toxic Spans Detection: Task: Link to SemEval-2021: Task 5 Toxic Span Detection is https://competitions.codalab.org/competitions/2

Ravika Nagpal 1 Jan 04, 2022
Visual Automata is a Python 3 library built as a wrapper for Caleb Evans' Automata library to add more visualization features.

Visual Automata Copyright 2021 Lewi Lie Uberg Released under the MIT license Visual Automata is a Python 3 library built as a wrapper for Caleb Evans'

Lewi Uberg 55 Nov 17, 2022
A very simple framework for state-of-the-art Natural Language Processing (NLP)

A very simple framework for state-of-the-art NLP. Developed by Humboldt University of Berlin and friends. IMPORTANT: (30.08.2020) We moved our models

flair 12.3k Dec 31, 2022
Code for "Finetuning Pretrained Transformers into Variational Autoencoders"

transformers-into-vaes Code for Finetuning Pretrained Transformers into Variational Autoencoders (our submission to NLP Insights Workshop 2021). Gathe

Seongmin Park 22 Nov 26, 2022
Universal End2End Training Platform, including pre-training, classification tasks, machine translation, and etc.

背景 安装教程 快速上手 (一)预训练模型 (二)机器翻译 (三)文本分类 TenTrans 进阶 1. 多语言机器翻译 2. 跨语言预训练 背景 TrenTrans是一个统一的端到端的多语言多任务预训练平台,支持多种预训练方式,以及序列生成和自然语言理解任务。 安装教程 git clone git

Tencent Minority-Mandarin Translation Team 42 Dec 20, 2022
Converts python code into c++ by using OpenAI CODEX.

🦾 codex_py2cpp 🤖 OpenAI Codex Python to C++ Code Generator Your Python Code is too slow? 🐌 You want to speed it up but forgot how to code in C++? ⌨

Alexander 423 Jan 01, 2023
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