@astermind/astermind-premium/dist/elm/convolutional-elm.d.ts

Astermind Premium - Premium ML Toolkit

export interface ConvolutionalELMOptions {
    categories: string[];
    inputShape?: number[];
    filters?: number[];
    kernelSizes?: number[];
    poolSizes?: number[];
    hiddenUnits?: number;
    activation?: 'relu' | 'tanh' | 'sigmoid' | 'linear';
    maxLen?: number;
    useTokenizer?: boolean;
}
export interface ConvolutionalELMResult {
    label: string;
    prob: number;
    featureMaps?: number[][];
}
/**
 * Convolutional ELM
 * Features:
 * - Convolutional layers for feature extraction
 * - ELM for classification
 * - Translation invariance
 * - Image/sequence processing
 */
export declare class ConvolutionalELM {
    private elm;
    private categories;
    private options;
    private trained;
    constructor(options: ConvolutionalELMOptions);
    /**
     * Train on image/sequence data
     */
    train(X: number[][][] | number[][], y: number[] | string[]): void;
    /**
     * Extract features using convolutional layers
     */
    private _extractConvolutionalFeatures;
    /**
     * Convolutional layer (simplified)
     */
    private _convLayer;
    /**
     * Pooling layer
     */
    private _poolLayer;
    /**
     * Flatten feature maps
     */
    private _flatten;
    /**
     * Predict
     */
    predict(X: number[][][] | number[][], topK?: number): ConvolutionalELMResult[];
}
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