Professional Certificate in Data Science Essentials: Gradient Descent
-- ViewingNowThe Professional Certificate in Data Science Essentials: Gradient Descent is a vital course for learners seeking to grasp the fundamentals of data science and machine learning. This program focuses on one of the most important optimization algorithms, Gradient Descent, used to minimize some function by iteratively moving in the direction of steepest descent.
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⢠Introduction to Data Science Essentials
⢠Understanding Gradient Descent
⢠Calculus Review: Derivatives and Gradients
⢠Cost Functions and Optimization in Data Science
⢠The Mathematics of Gradient Descent
⢠Implementing Gradient Descent in Python
⢠Stochastic Gradient Descent
⢠Advanced Topics: Mini-Batch Gradient Descent and Learning Rate Schedules
⢠Practical Applications of Gradient Descent in Data Science
⢠Conclusion and Future Directions in Data Science
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