espm.ai.society.2020.1

ESPM :: Inteligência Artificial : Machine Learning

Agenda

Data	Conteúdo	Material
fev.11	Apresentação e aplicações	vídeo: This is A.I. - Discovery Channel - Inteligência Artificial - IBM vídeo: The Age of A.I.
18	História, Conceitos e Automação em IA Impactos na sociedade	simulador: Moral Machine vídeo: John McCarthy vídeo: Andrew Ng: Artificial Intelligence is the New Electricity artigo: Harvard Business Review - Artificial Intelligence for the Real World
mar.03	Dicussões e apresentação do Colab (ambiente de trabalho)	artigo: FAPESP: O mundo mediado por algoritmos livro: Machine Learning aplicações: Deep Learning Galery resumo: Resumo site: Colab colab: Python introdução
10	Apresentação de trabalhos: O que é IA?	Instruções
24	Classificação e Predição Conceito de distância	Conceitos Básicos
31	Nuvem de Dados k-nearest neighbors (KNN)	Nuvem de Dados e KNN
abr.07	Principal component analysis (PCA)	Pré-processamento, PCA e Reconhecimento facial
14	Prova Parcial	Instruções
28	Tomada de decisões Naïve Bayes Bayesian decision tree	Bayes Theorem Text classification video: Naïve Bayes Classifier - Fun and Easy Machine Learning Article: Introduction to Decision Intelligence - suggested by Laura Emboaba Deliza
mai.05	Natural language processing (NLP)	Hopfield Network RNN: Text Generator Attention: Translation Article: How do Transformers Work in NLP? A Guide to the Latest State-of-the-Art Models Meena: Towards a Conversational Agent that Can Chat About…Anything
12	Apresentação de trabalhos
19	Multi layer Perceptron (MLP)	Redes Neurais Artificiais (ANN) artigo: Perceptron video: Neural Networks simulator: Playground TensorFlow simulator: Neural Network projeto: Garby Time Serie: Forecasting video: Torsten Wiesel: Exploring the Visual Brain sheet: Perceptron
26	Deep learning Generative adversarial networks (GANs)	artigo: Style Transfer - Styling Images with Convolutional Neural Networks Neural Style Transfer gallery: Deep Learning Gallery artigo: Temporal Convolutional Network artigo: Illustrated Guide to LSTM’s and GRU’s: A step by step explanation site: Adit Deshpande simulador: GAN Lab artigo: Catch me if you can: A simple english explanation of GANs or Dueling neural-nets artigo: Generative Adversarial Networks — Explained curso: Introduction to Deep Learning tutorial: NIPS 2016 Tutorial: Generative Adversarial Networks artigo: Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis DCGAN site: ThisPersonDoesNotExist produção: Google, Amazon, Facebook, NVIDIA video: The Next Rembrandt video: AI brings Mona Lisa to life
jun.02	Prova Final	Apresentação: - Impacto social onde o ponto essencial seja Machine Learning - Estimar técnicas de Machine Learning aplicáveis ao problema - Implementação (bônus)
16	Substitutivas

Critérios

Método	Percentual
Prova Parcial	25%
Trabalhos	25%
Trabalhos	25%
Prova Final	25%

Referências

S. Russell; P. Norvig: Artificial Intelligence: A Modern Approach (3rd Edition), 2009.
AI destroying the Google’s Dinosaur game!
Python
- Tutorial
- Exact Instructions Challenge
GitHub
- Tutorial
Creation
Fails
- Fooling automated surveillance cameras: adversarial patches to attack person detection (video)
Think Bayes: Bayesian Statistics Made Simple
National Heart, Lung, and Blood Institute
Tutorials in NIPS 2016
Chaos’ Theory
- Butterfly Effect
- Edward Norton Lorenz’s Publications

News

2020.07.09: Google AI Blog - AutoML-Zero: Evolving Code that Learns
2020.07.06: Bloomberg - Facial-Recognition Firm Clearview AI Ends Operations in Canada
2020.06.30: Google AI Blog - SpineNet: A Novel Architecture for Object Detection Discovered with Neural Architecture Search
2020.06.23: IEEE Spectrum - Making Blurry Faces Photorealistic Goes Only So Far
2020.06.23: UOL - Como uma cidade nos EUA quer monitorar a fala para inibir a violência… - Veja mais em https://tab.uol.com.br/noticias/redacao/2020/06/23/como-uma-cidade-nos-eua-quer-monitorar-a-fala-para-inibir-a-violencia.htm
2020.06.19: TechExplore - Innovative dataset to accelerate autonomous driving research
2020.06.12: MIT Technology Review - Facebook just released a database of 100,000 deepfakes to teach AI how to spot them
2020.05.30: The Verge - Microsoft lays off journalists to replace them with AI
2020.05.29: MIT Technology Review - The UN says a new computer simulation tool could boost global development
2020.05.25: Forbes - Deepfakes Are Going To Wreak Havoc On Society. We Are Not Prepared
2020.05.19: Yahoo Finance - Microsoft debuts supercomputer for creating human-like artificial intelligence
2020.05.08: Gizmodo - Pandemic Robots Deployed in Singapore Parks to Remind Humans of Their Own Mortality
2020.05.05: Harrisburg University - Facial recognition software paper not being published
2020.04.27: CNN - China is installing surveillance cameras outside people’s front doors … and sometimes inside their homes
2020.04.22: IEEE Spectrum - Surprise! 2020 Is Not the Year for Self-Driving Cars
2020.04.21: ArXiv.org - TTNet: Real-time temporal and spatial video analysis of table tennis - video
2020.04.17: MIT Technology Review - Machine learning could check if you’re social distancing properly at work
2020.04.08: Adam Savage’s Tested - How Boston Dynamics’ Spot Robot Works!
2020.04.06: Bloomberg - Coronavirus Surveillance Helps, But the Programs Are Hard to Stop
2020.04.14: CNN Brasil - Moscou passa a rastrear população e levanta preocupações com privacidade
2020.04.09: G1 - SP usa sistema de monitoramento com sinais de celulares para localizar aglomeração de pessoas no estado
2020.04.08: University of Michigan - Live public street cams are tracking social distancing
2020.04.07: Agência Brasil - https://agenciabrasil.ebc.com.br/geral/noticia/2020-04/rio-usa-sinal-de-celular-para-evitar-aglomeracoes
2020.03.20: Financial Times - Yuval Noah Harari: the world after coronavirus
2020.02.25: MIT Technology Review - How to know if artificial intelligence is about to destroy civilization
2020.02.19: MIT Technology Review - An Indian politician is using deepfake technology to win new voters
2020.02.19: MIT Technology Review - What AI still can’t do
2020.02.19: MIT Technology Review - Artificial-intelligence development should be regulated, says Elon Musk
2020.02.17: TechExplore - Fear of Big Brother guides EU rules on AI
2020.02.13: Senado Federal - Projeto de Lei n° 5051, de 2019
2020.02.13: Participa.br - Estratégia Brasileira de Inteligência Artificial
2020.02.12: TecMundo - Nova lei pode obrigar WhatsApp e FB a pedirem CPF de usuários
2020.01.28: Google AI Blog - Towards a Conversational Agent that Can Chat About…Anything
2020.01.17: Nature - Machine learning leads mathematicians to unsolvable problem
2019.10.23: Science - AI allows paralyzed person to ‘handwrite’ with his mind
2019.10.23: Nature - Quantum supremacy using a programmable superconducting processor
2019.10.09: Fortune - Artificial Intelligence Could Be a $14 Trillion Boon to the Global Economy—If It Can Overcome These Obstacles
2019.10.07: Towards Data Science - DeepMind is Using This Old Technique to Evaluate Fairness in Machine Learning Models (article: A Causal Bayesian Networks Viewpoint on Fairness)
2019.09.25: MIT Technology Review - Google has released a giant database of deepfakes to help fight deepfakes
2019.09.24: Wired - Google’s ‘Quantum Supremacy’ Isn’t the End of Encryption
2019.09.23: NewScientist - Google claims it has finally reached quantum supremacy
2019.09.23: CBS News - Man credits this Apple Watch feature for helping save his father
2019.09.21: Twitter @PMERJ - Um homem foi preso, … após o Sistema de Reconhecimento Facial emitir um alerta…
2019.09.16: OpenMind - Artificial Intelligence and Its Debt to the Mathematician Gödel
2019.09.13: IEEE Spectrum - Video Friday: Watch This Robot Dog Explore an Underground Tunnel Autonomously
2019.09.12: CMU - GymCam Tracks Exercises That Wearable Monitors Can’t
2019.09.11: Google AI Blog - Learning Cross-Modal Temporal Representations from Unlabeled Videos
2019.08.29: Forbes - Software Ate The World, Now AI Is Eating Software
2019.08.24: The Japan Times - Police in Hong Kong use tear gas; protesters cut down ‘smart lamppost’
2019.08.16: Bloomberg - Biometric Data Breach Could Link Your Face to Illegal Activities
2019.08.12: Nature - An augmented reality microscope with real-time artificial intelligence integration for cancer diagnosis
2019.06.19: NVIDIA - NVIDIA DRIVE Labs: Perceiving a New Dimension
2019.05.14: NYT - San Francisco Bans Facial Recognition Technology
2017.07.27: IEEE Spectrum - The Big Problem With Self-Driving Cars Is People