244 karma · joined September 7, 2008
Production size and evaluation times are a thing with react apps.
Apparently 30% of Web Devs have < 5 years experience. Time to start specializing in some other domain.
"To train the system in a new domain, we use real-time supervised training. This is comparable to the training practices of many disciplines, where an instructor supervises a student as they are doing their job, providing guidance as needed, and making sure that the task is performed at the instructor’s level of quality. In the Duplex system, experienced operators act as the instructors. By monitoring the system as it makes phone calls in a new domain, they can affect the behavior of the system in real time as needed. This continues until the system performs at the desired quality level, at which point the supervision stops and the system can make calls autonomously." --
State of the art in numbers:
Image Classification - ~$55, 9hrs (ImageNet)
Object Detection - ~$40, 6hrs (COCO)
Machine Translation - ~$40, 6hrs (WMT '14 EN-DE)
Question Answering - ~$5, 0.8hrs (SQuAD)
Speech recognition - ~$90, 13hrs (LibriSpeech)
Language Modeling - ~$490, 74hrs (LM1B)
"If you think Deep (Reinforcement) Learning is going to solve AGI, you are out of luck" --I don't know. Duplex equipped with a way to minimize his own uncertainties sounds quite scary.
Then, World War II came around.
There were almost no Jews at all in the Netherlands after World War II. According to Wikipedia, less than 10% survived (14,346, compared to an earlier population of 154,887). As it turns out, it was very convenient for the… new administration… to have access to the collected data, and it was indeed used against the citizens, as it always is in the end." --
I am not an economist though and regulations seem to be necessary in the real world. Any ideas as to what technology, giving widespread adoption, would make them obsolete?
[0] https://www.forbes.com/sites/laurashin/2017/02/07/the-first-...