Will We Run Out of ML Data? Evidence From Projecting Dataset Size Trends
— The available stock of text and image data grew by 0.14 OOM/year between 1990 and 2018, but has since slowed to 0.03 OOM/year.
— At current rates of data production, our projections suggest that training runs will use most human-generated, publicly available high-quality text, low-quality text, and images by 2024, 2040 and 2046 respectively.
600,000,000 AD – C₃ photosynthesis is no longer possible on Earth
As the Sun heats up, the Earth becomes hotter, increasing rainfall and weathering. Carbon dioxide dissolves in the moisture to form carbonic acid, which reacts with silicate minerals in the rock, breaking down the carbon dioxide. Thus, atmospheric carbon dioxide levels will sink below the threshold where C₃ photosynthesis is possible on Earth.
https://sseh.uchicago.edu/doc/Caldeira_ ... g_1992.pdf
It is possible that CO₂ levels may reach a minimum where C₄ plants can survive, even past 900,000,000 AD. Lack of CO₂ may not make plants extinct, but high temperatures will.
"With modern battery technology, the new boats also have a greater energy capacity. This allows the boats to stay under water longer and operate without ‘snoring’; charging the batteries with the diesel engines. This makes them even quieter and less vulnerable to enemy detection."
Sleeping subduction zone could awaken and form a new 'Ring of Fire' that swallows the Atlantic Ocean
March 17, 2024
A subduction zone below the Gibraltar Strait is creeping westward and could one day "invade" the Atlantic Ocean, causing the ocean to slowly close up, new research suggests.
The subduction zone, also known as the Gibraltar arc or trench, currently sits in a narrow ocean corridor between Portugal and Morocco. Its westward migration began around 30 million years ago, when a subduction zone formed along the northern coast of what is now the Mediterranean Sea, but it has stalled in the last 5 million years, prompting some scientists to question whether the Gibraltar arc is still active today.
It appears, however, that the arc is merely in a period of quiet, according to a study published Feb. 13 in the journal Geology. This lull will likely last for another 20 million years, after which the Gibraltar arc could resume its advance and break into the Atlantic in a process known as "subduction invasion."
The Atlantic Ocean hosts two subduction zones that researchers know of — the Lesser Antilles subduction zone in the Caribbean and the Scotia arc, near Antarctica.
"These subduction zones invaded the Atlantic several million years ago," lead author João Duarte, a geologist and assistant professor at the University of Lisbon, said in a statement. "Studying Gibraltar is an invaluable opportunity because it allows observing the process in its early stages when it is just happening."
By this somewhere between 20 and 40 million years in the future, there will be a new ring of fire that will swallow the Atlantic Ocean. Feel free to add it to the beyond 1 million section.
Re: New predictions for the timeline
Posted: Mon Apr 01, 2024 8:49 am
by wjfox
2033-34 – Consumer-level GPUs with 1 trillion transistors