Climate Change

16 Posts

A series of graphs show the carbon emissions associated with training AI models.
Climate Change

Cutting the Carbon Cost of Training: A New Tool Helps NLP Models Lower Their Gas Emissions

You can reduce your model’s carbon emissions by being choosy about when and where you train it.
Satalite Map image
Climate Change

Tracking Changes on Earth’s Surface: AI Tracks Land Change from Satellite Imagery

Computer vision systems are scanning satellite photos to track construction on the Earth’s surface — an exercise in behavior recognition on a global scale.
Autonomous research ship in the ocean
Climate Change

AI AI, Captain! Mayflower AI Ship Crosses the Atlantic Ocean

An autonomous research ship crossed the Atlantic Ocean — with a few pit stops to address challenges along the way. Built by IBM and marine research nonprofit ProMare, the Mayflower Autonomous Ship 400 (MAS400) last week completed a voyage from Plymouth, England, to Plymouth, Massachusetts.
Different videoclips showing windmills
Climate Change

Wind in the Forecast: AI Tool Predicts Wind Turbine Energy Output

Machine learning is making wind power more predictable. Engie SA, a multinational energy utility based in France, is the first customer for an AI-powered tool from Google that predicts the energy output of wind farms.
Representation of the components of our controller design architecture
Climate Change

High-Energy Deep Learning: Machine learning helps stabilize nuclear fusion.

Nuclear fusion technology, long touted as an unlimited source of safe, clean energy, took a step toward reality with a machine learning algorithm that molds the fuel in a reactor’s core.
Multimodal deep learning model
Climate Change

AI Versus the Garbage Heap: How Amazon uses AI to cut waste.

Amazon reported long-term success using machine learning to shrink its environmental footprint. The online retailer developed a system that fuses product descriptions, images, and structured data to decide how an item should be packed for shipping.
Matt Zeiler
Climate Change

Matt Zeiler: Advance AI for good.

There’s a reason why artificial intelligence is sometimes referred to as “software 2.0”: It represents the most significant technological advance in decades. Like any groundbreaking invention, it raises concerns about the future, and much of the media focus is on the threats it brings.
Two images showing RETRO Architecture and Gopher (280B) vs State of the Art
Climate Change

Large Language Models Shrink: Gopher and RETRO prove lean language models can push boundaries.

DeepMind released three papers that push the boundaries — and examine the issues — of large language models.
Demonstration of Climate AI model working
Climate Change

Getting a Jump on Climate Change: AI Startups Predict the Economic Impacts of Climate Change

Startups are predicting how climate change will affect global commerce. Companies that specialize in climate analytics are training neural networks to help businesses manage risks posed by a warming globe,
Sequence showing how the service called Tastry works
Climate Change

Full-Bodied With Hints of Forest Fire: AI Masks Smoke Flavor in Wine's Tainted by Wildfire

Wineries in areas affected by wildfires are using machine learning to produce vintages that don’t taste like smoke. Some California winemakers are using a service called Tastry to identify grapes tainted by smoke from the state’s surging blazes and recommend blends that will mask the flavor.
Animation showing a AI's metaphorical transition to using green energy.
Climate Change

Greener Machine Learning: Techniques for Reducing the Carbon Footprint of NLP Models

A new study suggests tactics for machine learning engineers to cut their carbon emissions. Led by David Patterson, researchers at Google and UC Berkeley found that AI developers can shrink a model’s carbon footprint a thousand-fold by streamlining architecture...
Pumpjacks extracting oil during sunset
Climate Change

Do Oil and Algorithms Mix?

Amazon, Google, and Microsoft are developing machine learning tools for the fossil fuel industry even as they pledge to limit greenhouse gas emissions.
Schematic of a typical deep learning workflow
Climate Change

(Science) Community Outreach

Are your scientist friends intimidated by machine learning? They might be inspired by a primer from one of the world’s premier tech titans. Former Google CEO Eric Schmidt and Cornell PhD candidate Maithra Raghu school scientists in machine learning in a sprawling overview.
Heat map of Europe
Climate Change

Extreme Weather Warning

Severe heat waves and cold snaps are especially hard to forecast because atmospheric perturbations can have effects that are difficult to compute. Neural networks show promise where typical methods have stumbled.
Chart with top 100 related videos for YouTube search on "global warming"
Climate Change

Bad Recommendations

YouTube is a great place to learn about new ideas — including some that have been thoroughly discredited. YouTube’s recommendation algorithm is helping spread misinformation about climate change, according to research by Avaaz, a self-funded activist group.

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