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your entire data set once, that is one epoch, right.","confidence":0.5680999999999999,"words":[{"word":"your","start_time":13.64,"end_time":13.821},{"word":"entire","start_time":13.861,"end_time":14.123},{"word":"data","start_time":14.143,"end_time":14.445},{"word":"set","start_time":14.465,"end_time":14.666},{"word":"once,","start_time":15.37,"end_time":15.571},{"word":"that","start_time":15.873,"end_time":15.993},{"word":"is","start_time":16.013,"end_time":16.074},{"word":"one","start_time":16.134,"end_time":16.255},{"word":"epoch,","start_time":16.355,"end_time":16.697},{"word":"right.","start_time":16.717,"end_time":17.18}],"alternatives":[],"language":"en"},{"transcript":" Let us say you are using stochastic gradient descent or mini batch gradient descent, 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on the learning rate alpha.","confidence":0.5197999999999999,"words":[{"word":"on","start_time":42.862,"end_time":43.125},{"word":"the","start_time":43.146,"end_time":43.308},{"word":"learning","start_time":43.713,"end_time":43.997},{"word":"rate","start_time":44.037,"end_time":44.138},{"word":"alpha.","start_time":44.159,"end_time":44.26}],"alternatives":[],"language":"en"},{"transcript":" So by modulating alpha you can you can also modulate the magnitude of your updates 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values would vary rapidly, okay, they would vary rapidly and by large amounts and would","confidence":0.6474,"words":[{"word":"values","start_time":64.742,"end_time":65.063},{"word":"would","start_time":65.103,"end_time":65.264},{"word":"vary","start_time":65.304,"end_time":65.545},{"word":"rapidly,","start_time":65.605,"end_time":65.987},{"word":"okay,","start_time":66.268,"end_time":66.509},{"word":"they","start_time":66.71,"end_time":66.79},{"word":"would","start_time":66.83,"end_time":66.931},{"word":"vary","start_time":66.951,"end_time":67.112},{"word":"rapidly","start_time":67.152,"end_time":67.614},{"word":"and","start_time":67.634,"end_time":68.216},{"word":"by","start_time":68.236,"end_time":68.357},{"word":"large","start_time":68.397,"end_time":68.658},{"word":"amounts","start_time":68.678,"end_time":68.859},{"word":"and","start_time":68.879,"end_time":68.939},{"word":"would","start_time":68.96,"end_time":69.06}],"alternatives":[],"language":"en"},{"transcript":" not settle down in a local minima, however lower learning rate would lead to slow 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that they can get stuck in some false minima, okay.","confidence":0.7062,"words":[{"word":"that","start_time":79.641,"end_time":79.762},{"word":"they","start_time":79.782,"end_time":79.903},{"word":"can","start_time":79.924,"end_time":80.065},{"word":"get","start_time":80.085,"end_time":80.226},{"word":"stuck","start_time":80.246,"end_time":80.448},{"word":"in","start_time":80.528,"end_time":80.629},{"word":"some","start_time":80.669,"end_time":80.851},{"word":"false","start_time":81.113,"end_time":81.375},{"word":"minima,","start_time":81.415,"end_time":81.657},{"word":"okay.","start_time":81.677,"end_time":81.899}],"alternatives":[],"language":"en"},{"transcript":" So then there is no good way to know when to do what 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So, this is again decided by you, you have to again this is one consider this as 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