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