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Uber or AirBnB apps are not some revolutionary tech, they are something CS undergraduate could write, that's why it is inaccurate to put them in the same catego
by mamon 7y ago
Uber or AirBnB apps are not some revolutionary tech, they are something CS undergraduate could write, that's why it is inaccurate to put them in the same category as Google (which does some serious ML research) or SpaceX (doing actual rocket science).
Uber's advantage lies in their brand, and early capturing of dominant market share, but their "tech" can be easily replicated.
- drstewart 7y agoI'm sorry, but this is a really naive statement. They literally teach Page Rank in basic Linear Algebra classes. Does that mean a CS undergrad can recreate Google? Operating a service with real-time requirements at scale is a completely different beast than writing a proof-of-concept prototype.
- Hydraulix989 7y agoUnderstanding the concept is a very different thing than inventing it. When Google was built, Page Rank wasn't taught ANYWHERE because nobody thought of modeling web page relevance using a Markov chain yet (well, HITS came pretty close, but you get my point).
- jackcosgrove 7y agoPubMed was using a PageRank type algorithm before Google.
- Hydraulix989 7y ago@jackcosgrove: Source? As I understand, the closest prior art to PageRank was HITS (as I called out earlier).
- jackcosgrove 7y agoI'm sorry, I was mistaken. It was Web of Science, not PubMed. Garfield, Garfield, Eugene. Citation indexing: Its theory and application in science, technology, and humanities. New York: Wiley, 1979, P. 1. http://garfield.library.upenn.edu/ci/chapter1.PDF http://garfield.library.upenn.edu/ci/chapter1.PDF During my investigation I found this article which claims an even earlier origin for this algorithm: https://m.phys.org/news/2010-02-google-pagerank-like-algorithm-dates.html https://m.phys.org/news/2010-02-google-pagerank-like-algorit...
- Hydraulix989 7y agoThese aren’t algorithms, they are just hand waving intuition that is “on the right track” but not quite there. You see similar “prior art” to Newtonian physics, for example, but there is still a huge leap from “oh, there might be something in these linkages” to “if we compute the stationary distribution of the Markov chain over the graph, we know the relative importance of each node.” Kleinberg was the first to algorithmically and rigorously codify this intuition.
- Kye 7y agoMy understanding is that Google hasn't relied on Page Rank in a very long time. Depending on who you ask, they use 100-300+ factors to rank pages. Or they switched to an artificial brain that uses its own magic that no one really understands. I haven't kept up. All I know is Google is useless for all but the most obvious queries now.
- Hydraulix989 7y agoPageRank, although deceptively simplistic now (much like the concept of gravity), was much more difficult to invent than to understand. Starting your own Google 20 years ago would have been out of reach of your everyday CS student at the time, even though PageRank is the only thing you would have to “invent” per se (and even though today it is simple enough of a concept to be taught in undergrad). Today, starting a Google is even harder because of Google’s moat and the advancements such as the deep learning infrastructure used for ranking pages (which still can be replicated if you throw a few Stanford grads at the problem — they don’t even have to be budding Larry Pages in aptitude — but a working replica isn’t nearly enough to compete with Google’s foothold in the market).
- vineyardmike 7y agoI don't think it matters if the technology they use is revolutionary - what's revolutionary when they were made was the actual use of technology. They are a just very visible example of how using technology could be a business model (which is kinda revolutionary, or at least "disruptive").
- mamon 7y agoIt is not even about technology being revolutionary, it's about where they competitive advantage lies. To put it bluntly: SpaceX and likes are technology companies. Uber and AirBnB are "law-bypassing as a service" companies.