{"type":"standard","title":"Gradient","displaytitle":"Gradient","namespace":{"id":0,"text":""},"wikibase_item":"Q173582","titles":{"canonical":"Gradient","normalized":"Gradient","display":"Gradient"},"pageid":12461,"thumbnail":{"source":"https://upload.wikimedia.org/wikipedia/commons/thumb/0/0f/Gradient2.svg/330px-Gradient2.svg.png","width":320,"height":159},"originalimage":{"source":"https://upload.wikimedia.org/wikipedia/commons/thumb/0/0f/Gradient2.svg/512px-Gradient2.svg.png","width":512,"height":255},"lang":"en","dir":"ltr","revision":"1280094292","tid":"0d6ed453-ff44-11ef-b371-7f21e2ae474d","timestamp":"2025-03-12T13:15:22Z","description":"Multivariate derivative (mathematics)","description_source":"local","content_urls":{"desktop":{"page":"https://en.wikipedia.org/wiki/Gradient","revisions":"https://en.wikipedia.org/wiki/Gradient?action=history","edit":"https://en.wikipedia.org/wiki/Gradient?action=edit","talk":"https://en.wikipedia.org/wiki/Talk:Gradient"},"mobile":{"page":"https://en.m.wikipedia.org/wiki/Gradient","revisions":"https://en.m.wikipedia.org/wiki/Special:History/Gradient","edit":"https://en.m.wikipedia.org/wiki/Gradient?action=edit","talk":"https://en.m.wikipedia.org/wiki/Talk:Gradient"}},"extract":"In vector calculus, the gradient of a scalar-valued differentiable function of several variables is the vector field whose value at a point gives the direction and the rate of fastest increase. The gradient transforms like a vector under change of basis of the space of variables of . If the gradient of a function is non-zero at a point , the direction of the gradient is the direction in which the function increases most quickly from , and the magnitude of the gradient is the rate of increase in that direction, the greatest absolute directional derivative. Further, a point where the gradient is the zero vector is known as a stationary point. The gradient thus plays a fundamental role in optimization theory, where it is used to minimize a function by gradient descent. In coordinate-free terms, the gradient of a function may be defined by:","extract_html":"
In vector calculus, the gradient of a scalar-valued differentiable function of several variables is the vector field
whose value at a point
gives the direction and the rate of fastest increase. The gradient transforms like a vector under change of basis of the space of variables of
. If the gradient of a function is non-zero at a point
, the direction of the gradient is the direction in which the function increases most quickly from
, and the magnitude of the gradient is the rate of increase in that direction, the greatest absolute directional derivative. Further, a point where the gradient is the zero vector is known as a stationary point. The gradient thus plays a fundamental role in optimization theory, where it is used to minimize a function by gradient descent. In coordinate-free terms, the gradient of a function
may be defined by:
{"fact":"Cats lap liquid from the underside of their tongue, not from the top.","length":69}
{"type":"standard","title":"Lin Hongnian","displaytitle":"Lin Hongnian","namespace":{"id":0,"text":""},"wikibase_item":"Q11107263","titles":{"canonical":"Lin_Hongnian","normalized":"Lin Hongnian","display":"Lin Hongnian"},"pageid":67421380,"thumbnail":{"source":"https://upload.wikimedia.org/wikipedia/commons/thumb/c/c0/Lin_Hongnian.jpg/330px-Lin_Hongnian.jpg","width":320,"height":570},"originalimage":{"source":"https://upload.wikimedia.org/wikipedia/commons/c/c0/Lin_Hongnian.jpg","width":1456,"height":2592},"lang":"en","dir":"ltr","revision":"1239757933","tid":"51da9cad-57cc-11ef-81da-7a4b41779ab8","timestamp":"2024-08-11T10:27:33Z","description":"Chinese politician, writer and calligrapher (1805–1885)","description_source":"local","content_urls":{"desktop":{"page":"https://en.wikipedia.org/wiki/Lin_Hongnian","revisions":"https://en.wikipedia.org/wiki/Lin_Hongnian?action=history","edit":"https://en.wikipedia.org/wiki/Lin_Hongnian?action=edit","talk":"https://en.wikipedia.org/wiki/Talk:Lin_Hongnian"},"mobile":{"page":"https://en.m.wikipedia.org/wiki/Lin_Hongnian","revisions":"https://en.m.wikipedia.org/wiki/Special:History/Lin_Hongnian","edit":"https://en.m.wikipedia.org/wiki/Lin_Hongnian?action=edit","talk":"https://en.m.wikipedia.org/wiki/Talk:Lin_Hongnian"}},"extract":"Lin Hongnian was a politician, writer and calligr