NuPIC

NuPIC objects, methods, tools etc

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NuPIC により Mind Map: NuPIC

1. API

1.1. Network/Regions API

1.1.1. OPF Client Code

1.1.1.1. Tools

1.1.1.1.1. Encoders

1.1.1.1.2. Classifier

1.1.1.1.3. Swarming

1.1.1.1.4. Description file

1.1.1.2. Objects

1.1.1.2.1. Models

1.1.1.2.2. Metrics

1.1.1.2.3. Output

2. CLA

2.1. Next HTM level

2.2. Current HTM level

2.2.1. Spatial Pooler

2.2.1.1. Purpose

2.2.1.1.1. Makes input patterns

2.2.1.1.2. Recalculates synapses' permanence

2.2.1.1.3. Ingibition of less active columns

2.2.1.1.4. Recalculate columns' busts

2.2.1.1.5. Pass a list of columns-winners to the Temporal Pooler

2.2.1.2. Process

2.2.1.2.1. Initializing

2.2.1.2.2. Input - array of bits

2.2.1.2.3. Phase 1: Overlap. Compute the overlap with the current input for each column

2.2.1.2.4. Phase 2: Inhibition. Compute the winning columns after inhibition

2.2.1.2.5. Phase 3: Learning. Update synapse permanence and internal variables

2.2.2. Temporal Pooler

2.2.2.1. Purpose

2.2.2.1.1. Assigns cells to be in the predictive state (and activate them).

2.2.2.1.2. Synapses' permanences updating

2.2.2.1.3. Pass a

2.2.2.2. Process

2.2.2.2.1. Phase 1: compute the active state, activeState(t), for each cell

2.2.2.2.2. Phase 2: compute the predicted state, predictiveState(t), for each cell

2.2.2.2.3. Phase 3: update synapses

2.2.2.2.4. Output

3. Architecture

3.1. Nenwork Engine

3.1.1. Structure

3.1.1.1. Region

3.1.1.1.1. Inputs

3.1.1.1.2. Outputs

3.1.1.2. Region

3.1.1.2.1. Inputs

3.1.1.2.2. Outputs

3.1.1.3. Region

3.1.1.3.1. Inputs

3.1.1.3.2. Outputs

3.1.1.4. Region

3.1.1.4.1. Inputs

3.1.1.4.2. Outputs

3.1.2. Object Model

3.1.2.1. Is library (C++)

3.1.2.2. Components

3.1.2.2.1. Network

3.1.2.2.2. Region

3.1.2.2.3. Link

3.1.2.3. Methods by types

3.1.2.3.1. Public

3.1.2.3.2. Private

3.1.3. Core API

3.1.3.1. External API

3.1.3.1.1. Network classes

3.1.3.1.2. Region classes

3.1.3.2. Internal API

3.1.4. Network

3.1.4.1. Classes

3.1.4.2. Is container of regions

3.1.5. Networks bundle