ATLAS / 1000 BC—PRESENT
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2012–2023 · Global · Technology

Machine learning, deep learning and AI systems

Advances in data, graphics processors and neural-network methods made machine-learning systems far more capable at perception, prediction, language and scientific pattern finding.

Atlas dossier · Digital & Global Age

Free device narration · synchronized English captions · transcript available

Why it matters

AI systems now influence research, work and public life, making questions of reliability, bias, labor, safety, energy use and governance urgent.

Date
2012–2023
Historical setting
Digital & Global Age · Global
People & communities
Researchers · data workers · engineers · affected communities · regulators
01

Event

Advances in data, graphics processors and neural-network methods made machine-learning systems far more capable at perception, prediction, language and scientific pattern finding.

02

People

Researchers · data workers · engineers · affected communities · regulators

03

Consequences

AI systems now influence research, work and public life, making questions of reliability, bias, labor, safety, energy use and governance urgent.

Interpretation note

Evidence, memory and historical debate

This dossier distinguishes the event’s basic chronology from later arguments about meaning, responsibility and legacy. When comparing religious, national, Indigenous or scholarly interpretations, consult the primary and institutional sources above alongside peer-reviewed historical work.

Elsewhere in the world

Parallel histories near this moment

2012 · AmericasCRISPR gene editing

CRISPR-based systems made it far easier to target and alter genetic sequences, turning a microbial defense mechanism into a flexible laboratory tool.

2013–2016 · AfricaWest African Ebola epidemic

Ebola spread through Guinea, Liberia and Sierra Leone, overwhelming fragile health systems before community action and international response contained transmission.

2010–2012 · Middle EastArab uprisings

Popular protests challenged authoritarian governments across North Africa and the Middle East, producing reform, repression, regime change and war.