628 karma · joined February 12, 2013
Content creator posts content on their site that they own and pay to operate. Mega-3rd-party shares links of this content, sometimes posting blurbs from this content, driving traffic to Mega-3rd-party site and (to a much lesser extent) boosting traffic to content creator's site. However, Mega-3rd-party site also derives revenue from this by extracting information from user behavior and user interests, enabling them to improve ad-sales.
Am I misunderstanding something? Why is everyone here so pro mega-3rd-party?
Another question is this similar to remixing in the music industry? Feels like royalties in a twisted kind of way.
https://apps.npr.org/plastics-recycling
https://lbre.stanford.edu/pssistanford-recycling/frequently-...
Another way to conceptualize these is to think of being at the minima of a parabola in 2 dimensions, but then seeing you're not in a minima in a 3rd dimension. Any time you're in a minima in at least 1 dimension, you're on a saddle.
You can extend this concept to a neural net which lives in millions of dimensions, undergoing SGD. When beginning an optimization run SGD moves in some direction to minimize the a bundled cost, inevitably stumbling into minima in (usually) many dimensions. Subsequent iterations will shift some dimensions out of minima and other dimensions into minima, the net is always living on a saddle during this process.
There are many papers that discuss the process in these terms and others that implicitly use it. I wouldn't say its a "hot area of research" but more of a tool for thinking about these processes and sometimes gaining some insight in to why things get stuck during training.
"A YES vote on this measure means: App-based rideshare and delivery companies could hire drivers as independent contractors. Drivers could decide when, where, and how much to work but would not get standard benefits and protections that businesses must provide employees."
If you drive full time you deserve full time benefits. That means more than a 50% payment of ACA (which is downright offensive to suggest someone can live off of while making minimum wage).
What's going on is a negotiation between the state and these companies that are able to take advantage of a gap in how insurance and other benefits work. Instead of actively negotiating with the state, Uber/Lyft/Doordash and many others have simply asked to maintain the status quo, screw the drivers, just business as usual.
Drivers do not get benefits. They deserve benefits. Lets fix that.
Instead Uber/Lyft and others have chosen absolutely insane negotiating tactics. Literally their only solution is to
1. exempt all drivers from getting basic benefits like health insurance
or else
2. we're turning off our apps in California
This is madness. No on 22.
City dwellers posting the opposite because they rely on the product to make their lives work.
Here I am, stuck in the middle with you.
If it was written today, I don't know that's a really good question. I think its a mistake to ignore the advances that 2011 and 2014 bring to the table though.
Don't worry, plenty of things out there we don't understand :)
Many students work part or full time jobs. Some of them have kids of their own so stagnant office hours will prevent many of them from contacting their instructors at all. Why not make use of the modern tools everyone else is using to communicate? Why lock yourself away in an office that no one will find?
Your thesis is in fact really impressive and very nicely written! Your conclusions and future work section is excellent. Really very well done. Congratulations on finishing it. I hope you don't let the irrationally negative feedback here dissuade you from continuing your work, you certainly have a bright future ahead of you.
http://matplotlib.org/users/style_sheets.html
which gets you ~75% of the way there to ggplot style plots. I've found a number of edge cases where the plots don't turn out right when using the ggplot sheet. BUT the important part is you can set your own default plotting style with a single line of code and keep everything nice and pythonic (well kind of pythonic since you're using matplotlib...)
"Traffic congestion spurs realization that enhanced public transit is sorely needed in high density population zones"
instead of:
"City council continues to make short sighted decisions that don't help anyone"