The latest The Batch contains a recommendable article titled "Running Fast, Standing Still"
"Machine learning researchers report better and better results, but some of that progress may be illusory.
What’s new: Some models that appear to set a new state of the art haven't been compared properly to their predecessors, Science News reports based on several published surveys. Under more rigorous comparison, they sometimes perform no better than earlier work."
The Batch: AI's Progress Problem, Recognizing Masked Faces, Mapping Underwater Ecosystems, Augmenting Features by Andrew Ng's deeplearning.ai June 10, 2020
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