Artificial Intelligence

Technology Map Detailed Contents December 2018

Importance of the Technology

The Technology in Brief

  • The AI Technology Portfolio
  • Machine Learning
    • Artificial Neural Networks
    • Deep Learning
    • Classification, Regression, and Prediction
    • Supervised and Unsupervised Learning
    • The Cost of Labeling
    • Generative Data
    • Reinforcement Learning
  • Machine Reasoning
    • Classical AI and GOFAI
    • Theorem Proving and Declarative Programming
    • Knowledge-Based and Expert Systems
    • Semantic Web
    • Statistical Reasoning
  • Optimization and Heuristics
    • The Search for Optimality
    • Methods Inspired by Physical and Other Sciences
    • Optimization and Topology
  • Biomimicry
    • Artificial Life
    • Cellular and Continuous Automata
    • Neuromorphic Computing
    • Swarm Intelligence
    • Artificial Evolution and Genetic Algorithms
  • Ad Hoc Methods
    • Agent Software
    • Secure Computation

Commercial Development Parameters

  • Demand Factors
    • Military and Intelligence Organizations
    • The Grand Challenges
    • Information Management
    • The Complexities of Life and Business
    • The End of Privacy
  • General Constraints
    • Challenges in Representing Knowledge
    • Trust, Believability, and Explainability
    • The Uncanny Valley
    • Need for Intuition
  • Synergistic Technologies
    • Computing Power
    • Sensors and Actuators
    • Robotics and Mechatronics
    • Neuroscience and Connectomics
  • Competing Technologies
    • Human Intelligence
    • Conventional Software Procedures
  • Required Resources
    • Computers and Networks
    • Talented People
    • R&D Funding
    • Crowdsourcing
  • Regulatory Factors
    • Autonomous Vehicles
    • Robot Safety
    • Restrictions on Cryptography
    • Paths to Citizenship for AI

Areas to Monitor

  • Redundant Human Labor
  • Grand Challenges
  • Trust and Human Acceptance
  • Explainability
  • Irreproducible Results
  • Unethical AI
  • Biased Algorithms
  • Intelligent Cyberattacks
  • Militarization of AI
  • Threats to Humanity
  • The Master Algorithm?
  • Humanlike Architectures
  • The Uncanny Valley
  • Cloud-Based versus Embedded Intelligence
  • Big Data
  • Learning to Learn
  • Strong AI
  • Self-Awareness
  • Novel Forms of Computing
  • The End of Theory?

Implications of Commercialization

  • Gradual Emergence (A)
  • Human-Machine Collaboration (B)
  • Breakthrough (C)
  • Intrusive Systems (D)
  • Long Childhood (A+B)
  • Redemption (B+C)
  • Machine Overlords (C+D)

Opportunities

  • Applications
    • Transportation
    • Robotics
    • Financial Technologies (Fintech)
    • Health and Medicine
    • Physical and Network Security
    • Data Mining and Knowledge Discovery
    • Virtual Assistants
    • Game Play and Virtual Environments
    • Intelligent Agriculture
    • Automated Content Creation
    • Logistics, Manufacturing, and Process Scheduling
  • Business Models
    • Benchmarking the AI Business Environment
    • Artificial Intelligence as a Service
    • Machine Vision for Physical Security
    • Speech-Assistant Appliances

Updates

Viewpoints Features

Abbreviations