this is incredible
Most of those under the age of around forty will live lives defined by the anthropocene: by the immense challenges contained in mounting climate chaos and ecological collapse. As these twin calamities evolve, there will be no meaningful way to distinguish between those young generations delineated by marketing agencies: Gen Z and Millennials, the two big generations still under forty. Instead, they will likely become a single transition generation overseeing our move from the old world to a new one. Their shared experiences will be grafted together by the wildfires they’ll weather together, their shared values moulded and alloyed by the acts of violence that have always trailed ecological collapse. The existential crisis inherent to this transition is so dire and so unique that our usual way of demarcating generational cohorts needs revamping, and the generation experiencing it needs a new designation. Welcome Generation Anthropocene, or Gen A, to the social scene.
Good tips for real-world production ML/classification adoption.
One tactic Booking.com have successfully deployed in these situations with respect to binary classifiers is to look at the distribution of responses generated by the model. “Smooth bimodal distributions with one clear stable point are signs of a model that successfully distinguishes two classes.” Other shapes (see figure below) can be indicative of a model that is struggling.Also very interesting to note that people found an over-accurate prediction engine to be “creepy” and an example of the “uncanny valley” effect.
A quarter of UK mammals and nearly half of the birds assessed are at risk of extinction, according to the report, which was produced by a coalition of more than 70 wildlife organisations and government conservation agencies. When plants, insects and fungi are added, one in seven of the 8,400 UK species assessed are at risk of being completely lost, with 133 already gone since 1500.
The top 20 companies on the list have contributed to 35% of all energy-related carbon dioxide and methane worldwide, totalling 480bn tonnes of carbon dioxide equivalent (GtCO2e) since 1965. Those identified range from investor-owned firms – household names such as Chevron, Exxon, BP and Shell – to state-owned companies including Saudi Aramco and Gazprom. Chevron topped the list of the eight investor-owned corporations, followed closely by Exxon, BP and Shell. Together these four global businesses are behind more than 10% of the world’s carbon emissions since 1965.
the biggest and most successful lie it tells is this: that the first great extermination is a matter of consumer choice. In response to the Guardian’s questions, some of the oil companies argued that they are not responsible for our decisions to use their products. But we are embedded in a system of their creation – a political, economic and physical infrastructure that creates an illusion of choice while, in reality, closing it down. We are guided by an ideology so familiar and pervasive that we do not even recognise it as an ideology. It is called consumerism. It has been crafted with the help of skilful advertisers and marketers, by corporate celebrity culture, and by a media that casts us as the recipients of goods and services rather than the creators of political reality. It is locked in by transport, town planning and energy systems that make good choices all but impossible. It spreads like a stain through political systems, which have been systematically captured by lobbying and campaign finance, until political leaders cease to represent us, and work instead for the pollutocrats who fund them. In such a system, individual choices are lost in the noise. […] This individuation of responsibility, intrinsic to consumerism, blinds us to the real drivers of destruction.