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Universidade Presbiteriana Mackenzie
INTELIGENCIA ARTIFICIAL
Nizam Omar
Faculdade de Computação e Informática
São Paulo, 2018
13º GOOD IDEAS
Tópicos Abordados
Porque falar de IA?
• O que é IA?
• Notícias recentes
• História da IA
• Negócios com IA
• IA hoje: AI Index
Inteligencia Artificial – Nizam Omar 2
Definição de IA (trad)
Marvin Minsky, IA “é a ciência de construção de máquinas para fazzerem
coisas que requerem inteligência quando feitas por homens.”
IA – representa uma vasta categoria de metodologias para ensinar o
computador a executar tarefas como uma pessoa “intelligent” faria.
O que é Inteligência?
O que é Artificial?
IA Index 2017
• AI is the new electricity, and is transforming
multiple industries. The AI Index will help
current generations track and navigate this
societal transformation. It will also help
future generations look back and understand
the AI's rise.
"Artificial intelligence is the new electricity."
- Andrew Ng, Stanford Adjunct Professor
Mapa mental da IA
Filosofia
História
Tecnologias
Principais Objetivos
Enfoques
Planos de Investimento
Máquinas x Humanos
Mastering Chess and Shogi by Self-Play with a
General Reinforcement Learning Algorithm
Abstract The game of chess is the most widely-studied domain in
the history of artificial intelligence. The strongest programs are
based on a combination of sophisticated search techniques,
domain-specific adaptations, and handcrafted evaluation functions
that have been refined by human experts over several decades. In
contrast, the AlphaGo Zero program recently achieved
superhuman performance in the game of Go, by tabula rasa
reinforcement learning from games of self-play. In this paper, we
generalise this approach into a single AlphaZero algorithm that can
achieve, tabula rasa, superhuman performance in many
challenging domains. Starting from random play, and given no
domain knowledge except the game rules, AlphaZero achieved
within 24 hours a superhuman level of play in the games of chess
and shogi (Japanese chess) as well as Go, and convincingly
defeated a world-champion program in each case.
Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning
Algorithm
https://arxiv.org/pdf/1712.01815.pdf
Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning
Algorithm
https://arxiv.org/pdf/1712.01815.pdf
Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning
Algorithm
https://arxiv.org/pdf/1712.01815.pdf
Noticias recentes sobre IA
• AI: Gender and Skin-Type Bias – Reconhecimento facial
• Making a Better Siri, Alexa or Cortana – Reconhecimento de fala e QA
• Identifying Poachers in Less Than Half a Second – Descoberta de caçadores
• Worm 'Uploaded' to Computer, Taught Tricks – Minhoca C
• How will artificial intelligence affect the legal profession in the next
decade? https://law.queensu.ca/how-will-artificial-intelligence-affect-legal-
profession-next-decade
• AI will foster an era of 'superhuman' workers, says Google X founder
• Lightweight Robots Harvest Cucumbers
• New Algorithms to Train Robots
• Quantum Algorithm Could Help AI Think Faster
• Letting Molecular Robots Swarm Like Birds
• Machine Learning and the Universe's Mysteries
• Superconducting Switch That 'Learns'
• February 14, 2018
Minhoca C
História da IA
• https://aitopics.org/misc/brief-history
História desde a antiguidade
IA hoje – AI Index
• A project within the Stanford 100 Year Study
on AI, The AI Index is an initiative
to track, collate, distill and visualize data
relating to artificial intelligence.
Participação em eventos de IA
Artigos publicados em IA
Empregos requerendo IA - US
Empregos requerendo IA –outros
Matriculas em IA - Stanford
Matriculas em ML
Fundação Shunji Nishimura de Tecnologia -
FSNT
36
Contexto Histórico da Era do Conhecimento:
• Conhecimento é a mola propulsora da criação de
valor em uma sociedade!!
• Negócio é a mola propulsora da captura de valor em
uma sociedade¹¹
• Na era do conhecimento, universidades e escolas
tornam-se a matéria-prima do desenvolvimento
econômico (criar valor), assim como as minas de
carvão foram a matéria-prima da era industrial!! (Dr.
Guriqbal Singh Jaiya)
Extrativismo:
• Nômades
• Tribos
Agricultura:
• Egito
• Mesopotâmia
Comércio/Industria:
• Revolução industrial
• Produtos
Conhecimento:
• Inovação
• Serviços
Terra
Capita
l
Gente
Gente
4000 a.c.
1400 a.d.
2000 a.d.
Robótica- Boston Dynamics
• https://youtu.be/-7xvqQeoA8c
• https://youtu.be/kgaO45SyaO4
• https://youtu.be/tf7IEVTDjng
New Era of Technology
Third Wave and Deep Tech In this new era of
tech, successful startups will do one of two
things:
1 - Tackle specific Third Wave verticals—think
Uber for mobility or Airbnb for hospitality.
2 - Rely on Deep Tech—build businesses
through technological breakthroughs, e.g.
distributed ledgers, AI, or Life Sciences.
GSER-2018-v1.3.pdf
Top 4 Growing Sub-Sectors
• #1 Adv. Manufacturing & Robotics (189% 5-
year increase in early stage funding deals)
• #2 Agtech & New Food (171% 5-year increase)
• #3 Blockchain (163% 5-year increase)
• #4 Artificial Intelligence, Big Data & Analytics
(77.5% 5-year increase)
Top 3 Declining Sub-Sectors
#1 Adtech (35% 5-year decline in early stage
funding deals)
#2 Gaming (27% 5-year decline in early stage
funding deals)
#3 Digital Media (27% 5-year decline in early
stage funding deals)
Obrigado
Nizam Omar
omar@mackenzie.br
41
Aplicações de IA

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Conecta -2018-1 - Nizam Omar.ppt

  • 1. Universidade Presbiteriana Mackenzie INTELIGENCIA ARTIFICIAL Nizam Omar Faculdade de Computação e Informática São Paulo, 2018 13º GOOD IDEAS
  • 2. Tópicos Abordados Porque falar de IA? • O que é IA? • Notícias recentes • História da IA • Negócios com IA • IA hoje: AI Index Inteligencia Artificial – Nizam Omar 2
  • 3. Definição de IA (trad) Marvin Minsky, IA “é a ciência de construção de máquinas para fazzerem coisas que requerem inteligência quando feitas por homens.” IA – representa uma vasta categoria de metodologias para ensinar o computador a executar tarefas como uma pessoa “intelligent” faria. O que é Inteligência? O que é Artificial?
  • 4. IA Index 2017 • AI is the new electricity, and is transforming multiple industries. The AI Index will help current generations track and navigate this societal transformation. It will also help future generations look back and understand the AI's rise. "Artificial intelligence is the new electricity." - Andrew Ng, Stanford Adjunct Professor
  • 12.
  • 13.
  • 15. Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm Abstract The game of chess is the most widely-studied domain in the history of artificial intelligence. The strongest programs are based on a combination of sophisticated search techniques, domain-specific adaptations, and handcrafted evaluation functions that have been refined by human experts over several decades. In contrast, the AlphaGo Zero program recently achieved superhuman performance in the game of Go, by tabula rasa reinforcement learning from games of self-play. In this paper, we generalise this approach into a single AlphaZero algorithm that can achieve, tabula rasa, superhuman performance in many challenging domains. Starting from random play, and given no domain knowledge except the game rules, AlphaZero achieved within 24 hours a superhuman level of play in the games of chess and shogi (Japanese chess) as well as Go, and convincingly defeated a world-champion program in each case.
  • 16. Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm https://arxiv.org/pdf/1712.01815.pdf
  • 17. Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm https://arxiv.org/pdf/1712.01815.pdf
  • 18. Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm https://arxiv.org/pdf/1712.01815.pdf
  • 19. Noticias recentes sobre IA • AI: Gender and Skin-Type Bias – Reconhecimento facial • Making a Better Siri, Alexa or Cortana – Reconhecimento de fala e QA • Identifying Poachers in Less Than Half a Second – Descoberta de caçadores • Worm 'Uploaded' to Computer, Taught Tricks – Minhoca C • How will artificial intelligence affect the legal profession in the next decade? https://law.queensu.ca/how-will-artificial-intelligence-affect-legal- profession-next-decade • AI will foster an era of 'superhuman' workers, says Google X founder • Lightweight Robots Harvest Cucumbers • New Algorithms to Train Robots • Quantum Algorithm Could Help AI Think Faster • Letting Molecular Robots Swarm Like Birds • Machine Learning and the Universe's Mysteries • Superconducting Switch That 'Learns' • February 14, 2018
  • 21. História da IA • https://aitopics.org/misc/brief-history História desde a antiguidade
  • 22.
  • 23.
  • 24.
  • 25.
  • 26.
  • 27. IA hoje – AI Index • A project within the Stanford 100 Year Study on AI, The AI Index is an initiative to track, collate, distill and visualize data relating to artificial intelligence.
  • 32. Matriculas em IA - Stanford
  • 34.
  • 35.
  • 36. Fundação Shunji Nishimura de Tecnologia - FSNT 36 Contexto Histórico da Era do Conhecimento: • Conhecimento é a mola propulsora da criação de valor em uma sociedade!! • Negócio é a mola propulsora da captura de valor em uma sociedade¹¹ • Na era do conhecimento, universidades e escolas tornam-se a matéria-prima do desenvolvimento econômico (criar valor), assim como as minas de carvão foram a matéria-prima da era industrial!! (Dr. Guriqbal Singh Jaiya) Extrativismo: • Nômades • Tribos Agricultura: • Egito • Mesopotâmia Comércio/Industria: • Revolução industrial • Produtos Conhecimento: • Inovação • Serviços Terra Capita l Gente Gente 4000 a.c. 1400 a.d. 2000 a.d.
  • 37. Robótica- Boston Dynamics • https://youtu.be/-7xvqQeoA8c • https://youtu.be/kgaO45SyaO4 • https://youtu.be/tf7IEVTDjng
  • 38. New Era of Technology Third Wave and Deep Tech In this new era of tech, successful startups will do one of two things: 1 - Tackle specific Third Wave verticals—think Uber for mobility or Airbnb for hospitality. 2 - Rely on Deep Tech—build businesses through technological breakthroughs, e.g. distributed ledgers, AI, or Life Sciences. GSER-2018-v1.3.pdf
  • 39. Top 4 Growing Sub-Sectors • #1 Adv. Manufacturing & Robotics (189% 5- year increase in early stage funding deals) • #2 Agtech & New Food (171% 5-year increase) • #3 Blockchain (163% 5-year increase) • #4 Artificial Intelligence, Big Data & Analytics (77.5% 5-year increase)
  • 40. Top 3 Declining Sub-Sectors #1 Adtech (35% 5-year decline in early stage funding deals) #2 Gaming (27% 5-year decline in early stage funding deals) #3 Digital Media (27% 5-year decline in early stage funding deals)