Describing something with accuracy forces you to understand it and learn more about it.
An accurate description needs the following:
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We find complex systems in many aspects of life, and solving these challenges requires understanding their various dimensions.
We can start understanding complex systems by describing them in detail from different angles. Complex systems have many parts that are difficult to identify and define. They usually show unpredictable characteristics. But we can understand them by describing what we see.
While none of the parts will produce complete information, combined, a full picture emerges.
Millions of people like to flock to the beach in the summer, taking advantage of the warm weather and splashing in the waves.
But it was not always this way. Up until the 18th century, the beach created fear and anxiety. The coast was thought of as dangerous - it was where shipwrecks and natural disasters occurred. In classical mythology, a prominent theme was the wrath of the ocean. The beach was seen as a place of misfortune, where you found pirates and bandits, the Black Death and smallpox.
Transfer learning is how humans use knowledge of one thing to help understand something else, for example to humans a umbrella can be used to stop rain hitting you, but it also can be used to keep the sun of you. Getting a AI to put these connections together is one of the steps towards general Intelligence, and that's where transfer learning comes in.
Transfer learning looks at the weights, biases or artitecture of the deep learning model and saves them to them transfer to another model,
Studies show that a large part of Stinson Beach near San Francisco will be under a foot of water in less than 20 years. Many think the 21st Century is the first time we faced this kind of event, but it is not.
Sea levels started to rise nearly 15,000 years ago with the end of the last ice age. With the possibility of a global sea-level rise of 3ft (1m) by 2050, researchers are looking at ancient stories that can convey a collective memory about land lost to the sea.
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