Human-level concept learning through probabilistic program induction.

Lake, B. M., Salakhutdinov, R., and Tenenbaum, J. B. (2015). Human-level concept learning through probabilistic program induction. Science, 350(6266), 1332-1338.

论文的解读可参考这个
他的代码是matlab写的,运行了下

Parsing demo

执行demo_fit;
Human-level concept learning through probabilistic program induction._第1张图片

One-shot classification

re-fitting demo

执行demo_refit;
Human-level concept learning through probabilistic program induction._第2张图片

To measure classification error rate with the pre-computed results, type:

run_classification;
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One-shot exemplar generation

To run the exemplar generation demo,
demo_generate_exemplar;
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实现原理读一下论文,代码数量不算太多。

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