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kategorie
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podkategorie
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pojęcia
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pojęcia

Differentiable Neural Computer

Extension of Neural Turing Machines with improved memory mechanisms and a more complex architecture capable of learning algorithms and reasoning on structured data.

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Key-Value Memory Networks

Memory architecture storing information as key-value pairs, enabling efficient retrieval based on similarity between keys and input queries.

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Memory Addressing

Process of selecting memory locations for read or write operations, using content or location-based techniques for precise access.

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Read/Write Operations

Fundamental operations for accessing external memory, implemented in a differentiable manner to allow gradient backpropagation during training.

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External Memory Matrix

Two-dimensional data structure storing information external to the main neural network, accessible through controlled read/write operations.

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Memory Controller

Neural network responsible for generating read/write operations and memory addresses, acting as interface between main processing and external memory.

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Working Memory

Dynamic short-term memory used to temporarily store relevant information during the processing of a current task.

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Memory Interpolation

Technique for combining or interpolating between multiple memory locations to generate hybrid or generalized representations.

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Memory Compression

Process of reducing the required memory space while preserving essential information, often used to manage large memories.

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Memory Retrieval

Mechanism for searching and extracting relevant information stored in external memory based on specific queries or contexts.

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Memory Consolidation

Process of transferring and stabilizing information from short-term memory to long-term memory for permanent storage.

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