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They use evolutionary search [0] to create programs for image classification, specifically 'binary classification tasks extracted from CIFAR-10'. They do it fr
by alquemist 6y ago
They use evolutionary search [0] to create programs for image classification, specifically 'binary classification tasks extracted from CIFAR-10'. They do it from scratch, though they use a pytorch-ish programming language with differentiation baked in.
Looks like a nice summer intern project.
[0] https://en.wikipedia.org/wiki/Genetic_programming https://en.wikipedia.org/wiki/Genetic_programming
- westurner 6y ago"AutoML-Zero: Evolving Machine Learning Algorithms From Scratch" (2020) https://arxiv.org/abs/2003.03384 https://arxiv.org/abs/2003.03384 https://scholar.google.com/scholar?cluster=11748751662887361416&hl=en&as_sdt=5,43&sciodt=0,43 https://scholar.google.com/scholar?cluster=11748751662887361... How does this compare to MOSES (OpenCog/asmoses) or PLN? https://github.com/opencog/asmoses https://github.com/opencog/asmoses https://scholar.google.com/scholar?hl=en&as_sdt=0%2C43&q=%22Competent+Program+Evolution%22&btnG= https://scholar.google.com/scholar?hl=en&as_sdt=0%2C43&q=%22... (2007)