Continuous Learning Process

A Continuous Learning Process is a learning process that involves ongoing and adaptive learning, allowing systems to evolve and improve in real-time.

• Context:
  • It can adapt to new data and changing environments without the need for complete retraining.
  • It emphasizes ongoing, adaptive learning in real-time.
  • It happens in real-time, allowing for immediate adaptations.
  • It adapts to new data without necessarily requiring complete retraining.
  • It can be implemented in online learning systems where the model is updated as new data arrives.
  • It can enhance the performance of systems in dynamic and real-time applications, such as autonomous vehicles and financial trading systems.
  • It can be applied in artificial intelligence to enable adaptive systems that respond to user behavior and feedback.
  • It often employs online learning and adaptive algorithms.
  • It focuses on evolving and improving in response to new data and changing environments.
  • It can range from simple real-time updates to sophisticated adaptive algorithms.
  • ...
• Example(s):
  • An Online Learning algorithm that updates its model with each new data point.
  • An Adaptive Learning System that modifies its strategies based on real-time user interactions.
  • ...
• Counter-Example(s):
  • A Batch Learning system that requires complete retraining with the entire dataset for updates.
• See: Real-Time Learning System, Adaptive Algorithm, Online Learning System.

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References

2024

• (Wikipedia, 2024) ⇒ https://en.wikipedia.org/wiki/Lifelong_learning Retrieved:2024-7-11.
  • Lifelong learning is the "ongoing, voluntary, and self-motivated" pursuit of learning for either personal or professional reasons.

    Lifelong learning is important for an individual's competitiveness and employability, but also enhances social inclusion, active citizenship, and personal development. Professions typically recognize the importance of developing practitioners becoming lifelong learners. Many licensed professions mandate that their members continue learning to maintain a license.

    Lifelong learning institutes are educational organisations specifically for lifelong learning purposes. Informal lifelong learning communities also exist around the world.

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