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One way to keep a model’s overall complexity in check is to introduce a penalty parameter, in a step known as regularization. This new parameter penalizes any increase in a model’s complexity by artificially inflating prediction error, thus
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“When it comes to bicycling, short trips, close to home, are the lowest-hanging fruit. A quarter of all our daily travel is done within a mile of our homes. We do most of these short hops by car; less car-centric standards for neighborhood roads could easily make bicycling or walking a more attractive option. This need becomes especially clear when you know that these short local trips result in 60% of the pollution caused by our cars.”
― Bikenomics: How Bicycling Can Save The Economy
― Bikenomics: How Bicycling Can Save The Economy
“We are, most of us, paying far more for transportation than we can truly afford. And more and more of us are starting to realize it.”
― Bikenomics: How Bicycling Can Save The Economy
― Bikenomics: How Bicycling Can Save The Economy
“If you ignored all other economic and community benefits of bicycling, the factor of health alone is more than enough reason to invest hundreds of times as much as we currently do into retrofitting our entire country to be a bicycling paradise.”
― Bikenomics: How Bicycling Can Save The Economy
― Bikenomics: How Bicycling Can Save The Economy
“Everyone who wants to and has either the determination, social support, or infrastructure support can ride a bicycle, as recent times are proving.”
― Bikenomics: How Bicycling Can Save The Economy
― Bikenomics: How Bicycling Can Save The Economy
“The worst effects of breathing polluted air are experienced where it is densest: in traffic. Spending time on and near highways, freeways, and other busy roads is terrible for your health. How near is a question that is still being studied, but researchers believe that the effects are worst within either a fifth or a third of a mile. People in cars or buses are exposed to considerably more air pollution, perhaps because of, rather than despite, being in a closed space. People walking and bicycling on or next to roads breathe more air, but inhale somewhat less pollution; and cyclists have been found to have even less risk if they are on paths that are separated from the road.”
― Bikenomics: How Bicycling Can Save The Economy
― Bikenomics: How Bicycling Can Save The Economy
Kazakhstan
— 26 members
— last activity Oct 24, 2015 01:57AM
Welcome, the group was created for the purpose of communication among people interested in Kazakhstan and Kazakh literature, in particular. So, please ...more
Yerzhan’s 2025 Year in Books
Take a look at Yerzhan’s Year in Books, including some fun facts about their reading.
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Best Books on Entrepreneurial Startups, Platform Businesses, and the Sharing Economy
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