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AutoML-Zero: Evolving Code That Learns
- tlack 6y agoPretty exciting stuff! The Github repo is here: https://github.com/google-research/google-research/tree/master/automl_zero#automl-zero https://github.com/google-research/google-research/tree/mast...
- alquemist 6y agoThey 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)
- westurner 6y agoIs this symbolic AI and/or a (deep learning) neural network?