Mini toolsDefinition
The mathematical study of quantifying, storing, and communicating information, essential for understanding AI model complexity and efficiency.
Detailed Explanation
Information theory quantifies information content and communication. Key concepts include entropy, mutual information, and channel capacity. It provides frameworks for understanding data compression, error correction, and the fundamental limits of communication and computation in AI systems.
Use Cases
Data compression, feature selection, neural network architecture design, communication efficiency
