Skip to main content

Federated Learning can help Reduce Carbon Emissions, study reveals.

Federated learning can help in the reduction of carbon emissions. Machine learning is among the biggest contributors of carbon emissions due to their substantial amount of energy consumption.
Researchers drawn from universities of Oxford, Cambridge and Avignon sought to explore whether federated learning could help lower carbon emissions in comparison to traditional machine learning. Their research concluded that federated learning could help reduce carbon emissions, though not at substantial level.
Federated learning allows mobile phones to collaboratively train from a shared prediction model while storing data on device. It is also referred as collaborative learning. The technique largely relies on machine learning that trains algorithms across various servers or edge devices.
The technology permits multiple users to create a common, robust machine learning prototype without necessarily sharing data. The method addresses critical issues such as data security, data privacy, access to heterogeneous data and data access rights.
The term ‘federated learning’ was invented by Google in 2016.  Federated learning is practically about migrating computations to data. Federated learning has some positive impact on the environment because of the cooling requests of datacenters.  However, researcher argued that federated learning wasn’t a silver bullet due to a number of factors that might distract its efficiency.

Comments

Popular posts from this blog

How Human Noise Kills Marine Species, as revealed by Scientists

Scientists have warned that the discord of noise made by humans is harming marine species .  A comprehensive assessment revealed that large noise from human activities was as harmful as pollution, overfishing and climate change .  The study that was conducted by the Journal Science exposed how marine animals can hear from far distances than they can see or smell. According to a report published in the Guardian, most of the marine life uses sound to catch prey as well as attracting a mating partner.  Prof Carlos Duarte of King Abdullah University in Saudi Arabia argued that: “Marine animal can only sea up to around 10 meters, smell up to around a hundred meters, but they can hear across the entire ocean basins.” The research concluded that sound “is very important in the marine ecosystems, and noise is pervasive, affecting animals at all levels .” The increasing cacophony in the marine habitat is interfering with how marine animals respond to various survival...

Why Ruto will heavily rely on Mudavadi, Joho in his reelection bid

 When Kenya president William Ruto was almost overwhelmed with gen z revolt, his landmark decision was to dismiss the entire cabinet. This occurred immediately after his refusal to sign the Finance Bill 2024/2025. Ruto endeavored to reconstitute a new cabinet, dubbed broad-based executive. He incorporated key opposition figures drawn from the ODM Party - a move that appeased the doyen of opposition Raila Amollo Odinga. Cabinet Secretaries drawn from ODM included: Hassan Ali Joho, Wycliffe Ambetsa Oparanya, John Mbadi Ng'onga and James Opiyo Wandayi. ODM is as good as dead, and Raila's age factor limits him from flying the Party's presidential flag again and has opted out by contesting as Africa Union Commission (AUC) chairman. President Ruto will heavily rely on two members of his cabinet in his reelection bid. Both Musalia Mudavadi and Hassan Ali Joho are billionaires going by their own assertion while appearing before the Parliamentary Committee on Appointments. President...

Kenya’s Quest for New Chief Justice: Unraveling Maraga’s Successor

The Judicial service Commission (JSC) began the process of seeking Kenya’s new Chief Justice (CJ) and President of the Supreme Court, on Monday April 12, 2021. 13 individuals applied for the CJ position, but after a thorough scrutiny 3 were dropped.  The process began after the clearance of ten candidates wishing to succeed former Chief Justice David Kenani Maraga. Among those cleared for interviews were: Justice Said Chitembwe, Prof Patricia Mbote, Justice Martha Koome, Justice David Marete Njagi, former DPP Philip Murgor, Justice Mathew Nduma Nderi, Senior Counsel Fred Ngatia, Justice William Ouko, Prof Moni Wekesa, and Alice Yano. JSC interviewing panel The interview panel was cast out of a nine-member bench drawn from JSC which includes: Prof Olive Mugenda (public representative/ JSC chairperson), Philomena Mwilu (acting Chief Justice), Agnes Amadi (Chief registrar of judiciary), Justice David Majanja (JSC commissioner), Justice Mohammed Warsame (JSC commissioner), ...