PDC4S:\IT\DATA SCIENCE AND MACHINE LEARNING\[Guvi.in] Deep Learning Course\DL#106 - Optimization Algorithms |
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 PDFs | | 12/22/2021 10:32 PM |
 01+AdaGrad.ts | 55,969 KB | 12/12/2021 3:34 AM |
| 01+Intro+ActivationFunctions.ts | 38,652 KB | 12/12/2021 3:34 AM |
| 01+OutlineBasics.ts | 35,474 KB | 12/12/2021 3:34 AM |
| 01_outline.ts | 4,640 KB | 12/12/2021 3:34 AM |
| 02+ActivationFunctions.ts | 42,969 KB | 12/12/2021 3:34 AM |
| 02+RegularisationInFFClass.ts | 61,711 KB | 12/12/2021 3:34 AM |
| 02+RMSProp.ts | 27,093 KB | 12/12/2021 3:34 AM |
| 02_snmodifiedclass.ts | 42,973 KB | 12/12/2021 3:34 AM |
| 03+Adam.ts | 31,898 KB | 12/12/2021 3:34 AM |
| 03+BiasOnIncreasingModelComplexity.ts | 39,967 KB | 12/12/2021 3:34 AM |
| 03+PlottingSetup.ts | 46,156 KB | 12/12/2021 3:34 AM |
| 0330+01+QuickHistoryOfDeepLearning.ts | 27,664 KB | 12/12/2021 3:34 AM |
| 0330+02+HighlightingALimitation.ts | 15,702 KB | 12/12/2021 3:34 AM |
| 0330+03+ADeeperLookIntoTheLimitationOfGD.ts | 29,387 KB | 12/12/2021 3:34 AM |
| 0330+04+IntroducingContourMaps.ts | 16,965 KB | 12/12/2021 3:34 AM |
| 0330+06+VisualizingGDOna2DContourMap.ts | 22,719 KB | 12/12/2021 3:34 AM |
| 0330+07+IntuitionForMomentumBasedGradientDescent.ts | 18,582 KB | 12/12/2021 3:34 AM |
| 0330+08+DissectingTheUpdateRuleForMomentumBasedGradientDescent.ts | 21,886 KB | 12/12/2021 3:34 AM |
| 0330+09+RunningAndVisualizingMomentumBasedGradientDescent.ts | 23,184 KB | 12/12/2021 3:34 AM |
| 0330+10+ADisadvantageOfMomentumBasedGradientDescent.ts | 33,506 KB | 12/12/2021 3:34 AM |
| 0330+11+IntuitionBehindNesterovAcceleratedGradientDescent.ts | 35,853 KB | 12/12/2021 3:34 AM |
| 0330+12+RunningAndVisualizingNesterovAcceleratedGradientDescent.ts | 22,880 KB | 12/12/2021 3:34 AM |
| 0330_05_exercises_guessthe3dsurface.ts | 36,292 KB | 12/12/2021 3:34 AM |
| 0330_13_summaryandwhatnext.ts | 5,242 KB | 12/12/2021 3:34 AM |
| 03_setupforplotting.ts | 58,952 KB | 12/12/2021 3:34 AM |
| 04+L2Regularisation.ts | 50,272 KB | 12/12/2021 3:34 AM |
| 04+Sigmoid.ts | 47,177 KB | 12/12/2021 3:34 AM |
| 04+VectorisedClassRecap.ts | 33,221 KB | 12/12/2021 3:34 AM |
| 0401+08+RunningAndVisualizingRMSProp.ts | 19,695 KB | 12/12/2021 3:34 AM |
| 0401+09+RunningAndVisualizingAdam.ts | 19,117 KB | 12/12/2021 3:34 AM |
| 0401+10+Summary.ts | 8,431 KB | 12/12/2021 3:34 AM |
| 0401-01+TheIdeaOfStocahsticAndMiniBatchGD.ts | 22,081 KB | 12/12/2021 3:34 AM |
| 0408+01+SettingTheContext.ts | 21,859 KB | 12/12/2021 3:34 AM |
| 0408+02+SaturationInLogisticNeurons.ts | 23,289 KB | 12/12/2021 3:34 AM |
| 0408+03+LogisticFunctionIsNotZeroCentered.ts | 42,124 KB | 12/12/2021 3:34 AM |
| 0408+04+TanhAndReLuActivationFunctions.ts | 39,595 KB | 12/12/2021 3:34 AM |
| 0408+04a+TanhAndReLuActivationFunctions.ts | 20,069 KB | 12/12/2021 3:34 AM |
| 0408+05+SymmetryBreakingProblem.ts | 21,665 KB | 12/12/2021 3:34 AM |
| 0408+06+XavierAndHeInitialization.ts | 29,901 KB | 12/12/2021 3:34 AM |
| 0408+07+SummaryAndWhatNext.ts | 11,398 KB | 12/12/2021 3:34 AM |
| 0415+01+SimpleVSComplexModels.ts | 25,772 KB | 12/12/2021 3:34 AM |
| 0415+02+AnalysingThe+BehaviorOfSimpleAndComplexModels.ts | 18,670 KB | 12/12/2021 3:34 AM |
| 0415+03+BiasAndVariance.ts | 37,420 KB | 12/12/2021 3:34 AM |
| 0415+04+TestErrorDueToBiasAndVariance.ts | 28,626 KB | 12/12/2021 3:34 AM |
| 0415+05+OverfittingInDeepNeuralNetworks.ts | 36,640 KB | 12/12/2021 3:34 AM |
| 0415+06+ADetourIntoHyperparameterTuning.ts | 26,022 KB | 12/12/2021 3:34 AM |
| 0415+07+L2Regularization.ts | 34,275 KB | 12/12/2021 3:34 AM |
| 0415+08+DatasetAugmentationAndEarlyStopping.ts | 14,476 KB | 12/12/2021 3:34 AM |
| 0415+09+SummaryAndWhatNext.ts | 6,730 KB | 12/12/2021 3:34 AM |
| 04_gdalgorithm.ts | 48,899 KB | 12/12/2021 3:34 AM |
| 05+AddingNoiseToTrainingData.ts | 31,372 KB | 12/12/2021 3:34 AM |
| 05+Tanh.ts | 31,955 KB | 12/12/2021 3:34 AM |
| 05+VectorisedGDAlgos.ts | 42,908 KB | 12/12/2021 3:34 AM |
| 05_gdalgorithm2dplot.ts | 23,882 KB | 12/12/2021 3:34 AM |
| 06+EarlyStoppingAndExercises.ts | 39,592 KB | 12/12/2021 3:34 AM |
| 06+PerformanceOfAlgos.ts | 84,516 KB | 12/12/2021 3:34 AM |
| 06+ReLu.ts | 26,923 KB | 12/12/2021 3:34 AM |
| 06_momentun.ts | 49,948 KB | 12/12/2021 3:34 AM |
| 07+GoodSolutionsExcercise.ts | 36,005 KB | 12/12/2021 3:34 AM |
| 07+LeakyReLU.ts | 24,509 KB | 12/12/2021 3:34 AM |
| 07_nag.ts | 32,616 KB | 12/12/2021 3:34 AM |
| 08+Exercises.ts | 7,010 KB | 12/12/2021 3:34 AM |
| 08_minibatch.ts | 44,000 KB | 12/12/2021 3:34 AM |
