KI PHI

WEEK 03

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Part 1: Trial and Error - A Common ground

Trial and Error

Learning through trial and error is a fundamental process shared by both humans and AI, highlighting the iterative nature of gaining knowledge and skills. For humans, this involves making mistakes, reflecting on these errors, and adjusting behaviors to improve future outcomes.

Trial and Error

Similarly, AI systems learn through trial and error by processing data, making predictions, receiving feedback, and refining their algorithms accordingly. This shared theme underscores the importance of experimentation and feedback in the learning process, showcasing how both humans and AI evolve and adapt their approaches to achieve better results over time.

After All?

Part 2: Learning to learn

Attention

Human attention:

Selective focus on relevant stimuli. Essential for learning

Attentional capacity

Limited and easily distracted by irrelevant stimuli.

AI and Attention

AI attention mechanisms: Programmed to process and prioritize data efficiently...

diagram

Memory

Dynamics of Working Memory:

Human working memory: Limited capacity, enhanced by chunking and associative strategies.

Memory Encoding and Retrieval

Deep semantic processing:
Enhances long-term memorization and retrieval..

AI Data Management

AI memory systems: Efficient data storage, lacks human-like associative learning...

The Role of Attention in Memory

Attention's role: Essential for transferring information to long-term memory...

Inhibition

Inhibition: The ability to override automatic responses.

Stroop Effect and Daily Life

Stroop Effect: Demonstrates the conflict between automatic and controlled processes.

Inhibition's Role in Logical Thinking

Logical thinking: Inhibition enables the rejection of intuitive, incorrect answers.

Metacognition

Metacognitive Judgment: Assessing our learning and performance accurately.

Learning from Mistakes

Importance of Recognizing Errors: Key to effective learning.

Planning and Monitoring Strategies

Strategic Learning: Planning and adjusting strategies for problem-solving.

Motivation

Extrinsic Motivation: Driven by external rewards.

Intrinsic Motivation: Fueled by personal satisfaction.

The Role of Emotions and Mindset in Learning

Emotions and Mindset: Crucial for engaging in learning and overcoming challenges

Emotions

Emotions: Core to human learning, influencing motivation and memory.

Complex Emotions in Learning.

Complex Emotions: Regret and relief influence decision-making and learning.

Credits