Let's build an insultbot
What you'll learn
- How to use a pretrained model for content moderation
- Using Angular Material, basics
- Implementing artificila intelligence in Angular
- How to use TensorFlowjs (deep learning)
Requirements
- No programming experience needed, basics of Angular may be beneficial
Description
"even the prime minister of Norway herself, reposted the photo to Facebook, only to have it quickly removed." Custodians of the Internet (Tarleton Gillespie)
A very nice application of artificial intelligence is on content moderation. Our goal is spotting whether a content has something that should not be shown on a conversation. On this course, we use TensorFlow.js (machine learning in JavaScript), a pretrained model, for content moderation. It is very easy to use: just call the model and get a reply, a list of types of contents to be blocked and their respective flags.
Online Content moderation is the process by which one must decide what stays online vs. what should be moderated or even eliminated; no one is happy to be moderated, I was not when I was the target of several online moderations on YouTube, Facebook and Twitter. The “Napalm girl” was a famous case in which Facebook classified as nudity, which is a historical picture.
What is the best and most efficient way to safely moderate content online?
Several programming savvies are doing their best. Like in String Theory, they gather the best, but no practical answer came out yet. Recently, we had chatGPT that can make sentiment analysis in an advance approach, this course shows an alternative, which is free. chatGPT has a small chart per API call. Furthermore, chatGPT requires much less coding expertise
On this course, I want to share a trivial case, which was not also easy to solve for a scientists, but now easily implemented as public library: direct insult (i.e., calling people names).
The bot is a classical pattern recognition: it gives out a number, and you must decide your tolerance for insults. This number, already standard on deep learning, is a sort of probability, loosely speaking.
We are going to use two MIT license Google public tools: TensorFlow.js and Angular. The former is a deep learning tool for freely creating smart web application, whereas the latter is a free framework for creating frontend application, no need to create servers.
Who this course is for:
- Angular programmers interested in artificial intelligence
- Artificial intelligence practitioners interested in web development
- People interested in online content moderation
Instructors
- 4.0 Instructor Rating
- 90 Reviews
- 21,674 Students
- 18 Courses
I have been working with computer programming and mathematical modeling applied to biological systems since my bachelor of Engineering.
Currently, I am an Independent Researcher and Member of the Center of Excellence for Research DEWS (University of L'Aquila, DISIM, Italy)
Short-bio (EN): B.Eng by Universidade Federal de Ouro Preto (Brazil) in Production Engineering; double master degree by University of L'Aquila and Gdansk University of Technology: PhD on a collaboration between the Brazilian programme Science without Borders in biomathematics at the University of L'Aquila/IASI-CNR/BioMathLab. Master of science and PhD degrees recognized in Brazil by University of São Paulo (USP) as bioinformatics. Postdoc by Federal University of Bahia and Fiocruz.
Academia Edu
140 Followers | 12 Following | 5 Co-authors | 8,654Total Views | top 2%.
Biografia curta:
Tenho trabalhado com programação de computadores e modelagem computacional aplicado a sistemas biológicos.
Alguns detalhas da minha formação:
•Sou formado pela UFOP em engenharia de produção;
•Tenho mestrado pela Universidade de L’Aquila e Técnica de Gdansk;
•Tenho doutorado pela Universidade de L’Aquila;
•Tenho um postdoc pela UFBA e terminei um outro pela Fiocruz;
•Meus diplomas no exterior foram reconhecidos pela USP em bioinformática;
- 4.4 Instructor Rating
- 43 Reviews
- 13,022 Students
- 7 Courses
IdeaCodingLab: Transforme sua ideia em linhas de códigos.
“Ideas require special handling from the time they are born until they're transformed into practical ways for doing things better.” David J. Schwartz
"Deixe o teu legado porque
O que ainda não existe aguarda o primeiro passo,
pra ser real" Scarcéus
Objetivo
Nosso objetivo é te oferecer cursos que te ajude a colocar sua ideia em forma concreta, ou mesmo, se julgar necessário, também assistência e consultoria.
História breve
Criei esse projeto durante meu segundo postdoc, pela Fiocruz. Queria documentar algumas coisas que estava aprendendo, em forma de tutoriais. Contudo, notei que já existem muitos tutoriais em português. Minha tese inicial era que não existiam, mas existem. Sendo assim, decidi abrir, e criar o IdeaCodingLab. Estou procurando lançar cursos que possam adicionar de alguma forma à essa rica literatura já disponível na literatura portuguesa.
Unique Selling Proposition (USP): oferecer aos alunos(as) as ferramentas necessárias para colocarem em forma de códigos suas ideias, suas inovações.
Segundo Bill Gross em “The single biggest reason why start-ups succeed”,
"Ideia é o terceiro fator mais importante no sucesso de uma startup". Ainda mais, startup e aplicações web viraram meio que sinônimo.
Projeto completado
* Desenho e Desenvolvimento de uma aplicação web baseado em JavaScript para a plataforma Teranóstico, pós-doutoramento; procure no YouTube, tem o vídeo onde explico mais sobre o projeto.
Conheça nosso trabalho no nosso site oficial
* Pacotes NPM, pacotes públicos
* Aplicativos
* Domínios sobe nossos cuidados!
* Blogs, incluindo Medium
* Redes sociais, LinkedIn;
- 4.1 Instructor Rating
- 18 Reviews
- 12,909 Students
- 5 Courses
TensorFlow.js is a library for machine learning in JavaScript. Develop ML models in JavaScript, and use ML directly in the browser or in Node.js.
On this profile, we explore the interception mainly with TypeScript/Angular. However, when the case, we may explore also in pure JavaScript. Our focus are applications, Practical TensorFlow.js, we like to get our hands pretty duty making awesome apps!