Gradient Descent Deep Dive: Batch | Stochastic | Mini-Batch

Gradient Descent is a fundamental optimization algorithm in Deep Learning used to minimize loss functions and improve model accuracy. In this tutorial, you’ll understand how Gradient Descent works, its types (Batch, Stochastic, Mini-Batch), learning rate impact, and how it helps neural networks learn efficiently. A must-know concept for mastering Machine Learning and AI. --- 💻 Source Code & Notebooks: https://github.com/edumentordeepti/For-Youtubers --- ⏱️Chapter/TimeStamp⏱️ 00:00 - intro 00:58 - what is gradient descent? 08:00 - what are the concept of gradient descent? 10:54 - how mathematically derived? 23:00 - what is batch gradient descent? 26:20 - what is stochastic gradient descent? 31:52 - what is mini batch stochastic gradient descent? 32:42 - 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] --- #AI #ArtificialIntelligence #MachineLearning #DeepLearning #Tech #Technology #Coding #Programming #LearnToCode #Education #OnlineLearning #TechEducation #FutureTech #Innovation #ComputerScience #DataScience #DigitalSkills #CareerGrowth #Upskill #STEM #LearnSomethingNew #Knowledge #TechExplained #BeginnerFriendly #StudyTech #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..