OceanKing
1)`outcome` is part of `metrics` at https://huggingface.co/DeepMostInnovations/sales-conversion-... and https://huggingface.co/DeepMostInnovations/sales-conversion-...
2) `metrics` goes into `ConversationState` at https://huggingface.co/DeepMostInnovations/sales-conversion-... and https://huggingface.co/DeepMostInnovations/sales-conversion-...
3) `metrics` (including `outcome`) makes its way into `ConversationState.state_vector` at https://huggingface.co/DeepMostInnovations/sales-conversion-..., and is returned from environment `step()` and `reset()` functions at https://huggingface.co/DeepMostInnovations/sales-conversion-... and https://huggingface.co/DeepMostInnovations/sales-conversion-...
4) model ingests `state_vector` as input at https://huggingface.co/DeepMostInnovations/sales-conversion-...
> "While we can definitively say this weakening is happening, we are unable to say to what extent it is related to climate change or whether it is a natural variation," [the first co-author] Piecuch said. "We can see similar weakening indicated in climate models, but for this paper we were not able to put together the observational evidence that would really allow us to pinpoint the cause of the observed decline."
but also...
> [The second co-author] Beal added, "The Gulf Stream is a vital artery of the ocean's circulation, and so the ramifications of its weakening are global. I used to think of the ocean as our last remaining frontier, wild, pristine, and indomitable. It saddens me to acknowledge, from our study and so many others, and from recent record-breaking headlines, that even the remotest parts of the ocean are now in the grip of our addiction to fossil fuels." (emphasis mine)
Seems a little disingenuous to state in the publication that you cannot conclude the cause of the decline, and then in the press release go about definitively blaming it on fossil fuels, including stating that this conclusion is supported by your study.
In other words, in order for us to buckle the trend we would need to start innovating in ways that are unlike the ways that got us from AlexNet to here.
Pervasive Label Errors in Test Sets Destabilize Machine Learning Benchmarks [pdf]
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“Block Chains” vs. “Block Pools”: A New Decentralized Marketplace Technology
King James Programming
Also, it seems to me that most of what he says can be distilled into a boilerplate/template structure for any given deep learning framework, from which new projects can be forked - does this already exist?
One, 175% of market rate vouchers?! So the homeless are living better than non-homeless stable working families who are actually able to take care of themselves? In what world is that just?
Two, why do they classify gentrification as a problem? Would they rather have a uniform distribution of crime and poverty across the city? Because if so, the rich people will move somewhere else, and the poverty problem will only snowball from there, bringing the general quality of life in the city down.
Sounds about right, but it is very impressive.
Imagine writing a web app. Writing HTML and CSS inside your JS codebase seems like a terrible and inconvenient idea, especially combined with the “150 lines per file” thing. You’ll have a JS file which will basically contain just HTML and some logic to put it in the DOM (and by the separation of concerns principle, if the file was less than 150 lines you’d probably just end it there anyway)
With a large web app, this would grow to hundreds of JS files. Some of these files would be by necessity named something like “page1-html.js” or something similar. At that point, you may as well call it “page1.html” and save yourself the headache.