Executive Development Programme in Model Optimization for Executives
-- ViewingNowThe Executive Development Programme in Model Optimization is a certificate course designed for executives seeking to enhance their data analysis skills. This programme emphasizes the importance of model optimization in decision-making processes, addressing industry demand for professionals who can leverage data-driven insights to drive business growth.
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โข Introduction to Model Optimization: Understanding the basics and importance of model optimization in data science and machine learning. โข Linear Programming: Learning the fundamentals of linear programming and its applications in model optimization. โข Nonlinear Programming: Exploring the concepts of nonlinear programming and solving nonlinear optimization problems. โข Convex Optimization: Mastering the principles of convex optimization, its benefits, and its role in model optimization. โข Gradient-Based Optimization Methods: Delving into gradient-based optimization methods, such as gradient descent and stochastic gradient descent. โข First-Order and Second-Order Optimization Methods: Comparing first-order and second-order optimization methods and their use cases. โข Optimization Algorithms for Deep Learning: Examining optimization algorithms specifically designed for deep learning models. โข Regularization Techniques: Implementing regularization techniques, such as L1 and L2 regularization, to improve model optimization. โข Hyperparameter Tuning: Optimizing model performance through the fine-tuning of hyperparameters. โข Model Evaluation Metrics: Evaluating model performance using various metrics and understanding their impact on model optimization.
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