11. Vanishing and Exploding Gradient, Googlenet, Resnet, Optimiser

Lecture 40 Vanishing and Exploding Gradient

Discussion Content : Vanishing and Exploding Gradient Problem Content File : https://drive.google.com/file/d/1paeI...

Lecture 41 GoogleNet

Discussion Content : GoogleNet, Inception Module, Auxillary Classifier

Content File : https://drive.google.com/file/d/1L3xT...

Lecture 42 ResNet, Optimisers Momentum Optimiser

Discussion Content : ResNet, Skip Connections, Challenges Of Gradient Descent, Saddle Points, Momentum Optimiser Introduction Content File : https://drive.google.com/file/d/1d6GR...

Lecture 43 Optimisers Momentum and Nesterov Accelerated Gradient NAG Optimiser

Discussion Content : Momentum and Nesterov Accelerated Gradient (NAG) Concepts, Shortcomings of Momentum and NAG Optimisers Content File : https://drive.google.com/file/d/1lgBK...

Lecture 44 Optimisers Adagrad Optimiser

Discussion Content : Problems of Momentum and NAG Optimisers Revisited, Adagrad Optimiser Concept, Merits and Demerits of Adagrad Content File : https://drive.google.com/file/d/1lgBK...

Lecture 45 Optimisers RMSProp, AdaDelta and Adam Optimiser

Discussion Content : Concept of RMSProp, AdaDelta, RMSProp with Nesterov Momentum and Adam, Comparaison of Performance of Various Optimisers Content File : https://drive.google.com/file/d/1jRxL...

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