Masterclass Certificate in Gradient Descent Essentials
-- ViewingNowThe Masterclass Certificate in Gradient Descent Essentials is a comprehensive course designed to provide learners with a deep understanding of Gradient Descent, a fundamental optimization technique used in Machine Learning. This course is essential for anyone looking to advance their career in data science, as it provides the necessary skills to build and optimize complex machine learning models.
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โข Unit 1: Introduction to Gradient Descent
โข Unit 2: Understanding Cost Functions
โข Unit 3: Derivatives and Gradients
โข Unit 4: Implementing Gradient Descent
โข Unit 5: Batch Gradient Descent Algorithm
โข Unit 6: Stochastic Gradient Descent Algorithm
โข Unit 7: Mini-Batch Gradient Descent Algorithm
โข Unit 8: Learning Rates and Convergence
โข Unit 9: Regularization Techniques in Gradient Descent
โข Unit 10: Advanced Topics in Gradient Descent (Momentum, Adagrad, RMSProp, Adam)
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