Limited Memory AI
| Artificial intelligence |
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| Major goals |
| Approaches |
| Philosophy |
| History |
| Technology |
| Glossary |
Limited Memory AI is a type of artificial intelligence that uses past data and experiences for a short period of time to make decisions or predictions.[1][2][3] Unlike reactive AI systems, which respond only to current inputs, limited memory AI can temporarily store information and learn from recent observations.[4][5][6]
Examples
Examples include self-driving cars, recommendation systems, fraud detection tools, and conversational chatbots.[7][8] These systems analyze historical data, recognize patterns, and improve responses based on recent interactions.[9]
Usage
Limited memory AI usually works through machine learning models such as neural networks, recurrent neural networks (RNNs), and long short-term memory (LSTM) systems. The stored information is generally temporary and is replaced or updated as new data becomes available.[10]
Applications
- Autonomous vehicles
- Recommendation engines
- Virtual assistants and chatbots
- Fraud detection systems
- Facial recognition systems
See also
References
- ↑ Team, IBM Data and AI (2023-10-12). "Types of Artificial Intelligence | IBM" (in en). https://www.ibm.com/think/topics/artificial-intelligence-types.
- ↑ "Limited Memory — EITC". http://www.eitc.org/research-opportunities/new-media-and-new-digital-economy/ai-machine-learning-deep-learning-and-neural-networks/ai-research-and-applications/functional-ai/limited-memory/.
- ↑ "Key characteristics of limited memory AI systems" (in en). https://telnyx.com/learn-ai/limited-memory-ai.
- ↑ "7 Types of AI: Understanding Artificial Intelligence Categories and their Applications". https://www.lenovo.com/in/en/knowledgebase/7-types-of-ai-understanding-artificial-intelligence-categories-and-their-applications/.
- ↑ "What Is Artificial Intelligence? Explained Simply" (in en). https://talentsprint.com/blog/what-is-artificial-intelligence.
- ↑ "How Does AI Work?" (in en-us). https://www.microsoft.com/en-us/microsoft-365-life-hacks/privacy-and-safety/how-does-ai-work.
- ↑ "Types of Artificial Intelligence (AI)" (in en). 2020-08-23. https://www.geeksforgeeks.org/artificial-intelligence/types-of-artificial-intelligence/.
- ↑ "What is Artificial Intelligence?" (in en). https://www.ust.com/en/ust-explainers/what-is-artificial-intelligence.
- ↑ "The 7 Types of Artificial Intelligence (AI) Explained | Turian Blog" (in en-GB). https://www.turian.ai/blog/types-of-artificial-intelligence.
- ↑ AI, Shieldbase. "Limited Memory AI: Definition & Overview | Shieldbase" (in my). https://shieldbase.ai/my/glossary/limited-memory-ai.
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