@astermind/astermind-premium/dist/elm/deep-kernel-elm.d.ts

Astermind Premium - Premium ML Toolkit

export interface DeepKernelELMOptions {
    categories: string[];
    numLayers?: number;
    kernelType?: 'rbf' | 'polynomial' | 'linear' | 'sigmoid';
    hiddenUnitsPerLayer?: number;
    gamma?: number;
    degree?: number;
    coef0?: number;
    activation?: 'relu' | 'tanh' | 'sigmoid' | 'linear';
    maxLen?: number;
    useTokenizer?: boolean;
}
export interface DeepKernelELMResult {
    label: string;
    prob: number;
    layerFeatures?: number[][];
}
/**
 * Deep Kernel ELM with multi-layer kernel transformations
 * Features:
 * - Hierarchical kernel learning
 * - Deep feature extraction
 * - Multi-layer kernel transformations
 * - Complex non-linear pattern learning
 */
export declare class DeepKernelELM {
    private layers;
    private categories;
    private options;
    private trained;
    constructor(options: DeepKernelELMOptions);
    /**
     * Train deep kernel ELM
     */
    train(X: number[][], y: number[] | string[]): void;
    /**
     * Extract features from a layer
     */
    private _extractLayerFeatures;
    /**
     * Predict with deep kernel
     */
    predict(X: number[] | number[][], topK?: number, returnLayerFeatures?: boolean): DeepKernelELMResult[];
}
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