Vanishing vs Exploding Gradients: The Complete Breakdown

Vanishing and exploding gradient problems occur during backpropagation when gradients become too small or too large, making deep neural networks hard to train. This tutorial explains their causes, impact, and key solutions like proper initialization, normalization, and gradient clipping. --- 💻 Source Code & Notebooks: https://github.com/edumentordeepti/For-Youtubers --- ⏱️Chapter/TimeStamp⏱️ 00:00 - intro 00:34 - what is vanishing gradient descent problem? 06:20 - what are the causes of vanishing gradient descent problem? 11:30 - what are the solutions to vanishing gradient descent problem? 16:21 - what is resnet (residual network)? 17:00 - what is gated architectutre (gru) (lstm - long short term memory)? 17:45 - what is gradient clipping? 19:15 - what is exploding problem? 22:00 - outro --- ▶️ Channel Link : https://www.youtube.com@EduMentorDeepti 📚 Playlists: ▶️ Complete AI and ML: https://www.youtube.complaylistlist=PLJHzgC_PCyXx3KWBK_P4hi_-BNEryZc2m ▶️ Deep Learning Complete Playlist (Beginner to Advanced + Projects): https://www.youtube.com/playlist?list=PLJHzgC_PCyXzs_EuoEcaHeKzRCnzXxjVp ▶️ Machine Learning: https://www.youtube.complaylistlist=PLJHzgC_PCyXytx6o8Rm62PR_qkQZC2t0g ▶️ Data Science: https://www.youtube.complaylistlist=PLJHzgC_PCyXxe4v_H2iuC6hSWBfs6BsNJ ▶️ Python for AI: https://www.youtube.complaylistlist=PLJHzgC_PCyXyLv-DeF4kpBFgrvHhWUm5j --- ✉️ Email Us – [email protected] --- #DeepLearning #MachineLearning #ArtificialIntelligence #NeuralNetworks #VanishingGradient #ExplodingGradient #Backpropagation #GradientDescent #AI #DataScience #Optimization #LSTM #ResNet #BatchNormalization #GradientClipping #LearnAI #MLBasics #DLConcepts#edumentordeepti #edumentor #deepti --- DISCLAIMER This video is created for educational purposes only. We do not own any copyrights, all code, resources shared are for learning only and all rights go to their respective owners. Please respect licenses and terms of use when implementing in your projects. The usage is non-commercial and we do not make any profit from it. The sole purpose of this vides is to Learn & Grow... together in the field of Artificial Intelligence and Machine Learning..