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Artificial Intelligence

Technology Map Detailed Contents October 2022

Importance of the Technology

The Technology in Brief

  • The AI Technology Portfolio
  • Machine Learning
    • Artificial Neural Networks
    • Transformer Neural Networks
    • Deep Learning
    • Classification, Regression, and Prediction
    • Supervised and Unsupervised Learning
    • The Cost of Labeling
    • Generative AI and Synthetic 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
    • Technology Titans' Demand for AI
    • Hopes and Wishes
    • Resistance, Suspicions, and Concerns
  • General Constraints
    • Cyclic AI Winters and Summers
    • Challenges in Representing Knowledge
    • Untrustworthy Systems
    • The Uncanny Valley
    • Needs 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
    • Machine-Learning Applications
    • Autonomous Vehicles
    • Robot Safety
    • Restrictions on Cryptography
    • Paths to Citizenship for AI

Areas to Monitor

  • Redundant Human Labor
  • Leading-Edge Practices
  • Economic Results
  • Efforts toward Governance
  • Practical AI for Enterprises
  • Alternatives to Deep Learning
  • Autonomous Systems
  • On-the-Job Machine Learning
  • Explainable AI and Causal Reasoning
  • Quantum and Novel Computers
  • Intelligent Cyberattacks
  • Deepfakes and Humanlike Bots
  • Existential Threats
  • Strong AI
  • Irreproducible Results
  • Unethical AI
  • Biased Algorithms
  • The End of Theory?

Implications of Commercialization

  • Possible Futures
  • Consequences of Change

Opportunities

  • Applications
    • Transportation
    • Robotics
    • Financial Technologies (Fintech)
    • Health and Medicine
    • Physical and Network Security
    • Data Mining and Knowledge Discovery and Recommendation Engines
    • Virtual Assistants
    • Game Play and Virtual Environments
    • Intelligent Agriculture
    • Automated Content Creation
  • Business Models
    • Artificial Intelligence as a Service
    • Smart Speakers

Updates

Viewpoints Features

Abbreviations