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Deep Reinforcement Learning and AlphaGo(Contemporary realistic technology illustration)

AccelerationFour-dimensional view11 years ago

2016-03-15

Deep Reinforcement Learning and AlphaGo

Deep networks are combined with reinforcement learning, and AlphaGo defeats Lee Sedol at Go, bringing machines' ability to learn strategy into public view.

Art style · Contemporary realistic technology illustration

Origin of Life on EarthDinosaurs and MammalsAI Agents
Arrow keys step through pictures · Wheel to zoom · Drag or click to select time

Civilization metrics

Each sparkline shows the documented history of a metric on a logarithmic time axis. The dot marks the selected moment.

Kardashev index

0.725

Based on primary energy power · Type I = 1

World population

7.55Bpeople

1/1 of today

Total human primary energy power

1.8×10¹³W

1/1 of today

Compute per dollar

1.5×10¹⁰floating-point operations per second per dollar (FLOP/s per $, nominal dollars)

1/6 of today

Fastest delivery time for a message from London to New York

0.03 seconds

Comparable to today

Fastest speed reached by humans

39,897km/h

Comparable to today

Near this moment

The eight closest milestones. Select a title to jump there.

  1. 2015-09-14Humanity

    LIGO makes the first direct detection of gravitational waves, produced by a binary black hole merger. Source

  2. 2015-12-10Intelligence

    Residual connections make very deep neural networks easier to train; a 152-layer model achieves leading results on ImageNet. Source

  3. 2015-12-22Universe

    A Falcon 9 first stage lands vertically after an orbital launch, making reusable rockets a reality. Source

  4. 2016-03-15Intelligence

    AlphaGo defeats one of the world's top Go players 4–1. Source

  5. 2016-04-22Culture

    Mobike launches in Shanghai: scan a code to unlock and return a bike, no docking station needed. Source

  6. 2016-08-16Computing

    The world's first quantum science satellite launches and achieves satellite-to-ground quantum key distribution. Source

  7. 2016-09-20Culture

    A short-video app lets ordinary people shoot, share and scroll through videos. Source

  8. 2016-09-25Universe

    The Five-hundred-meter Aperture Spherical Telescope is completed, the world's largest single-dish radio telescope. Source

Capabilities

Acquired88 / 121 items

Recently acquired

Not yet available

Scenes across eras

Each era illustrated in its own style.

Every timeline entry cites its source. Metrics interpolate logarithmically between sourced data points. Forecasts include institutional and community views, and attributed site scenarios; years are not guaranteed realization dates. Illustrations are AI-generated in each era's style.