Advanced Certificate in Model Optimization Techniques
-- ViewingNowThe Advanced Certificate in Model Optimization Techniques is a comprehensive course designed to equip learners with the essential skills required for optimizing machine learning models in the industry. This certificate program focuses on the importance of model optimization in improving the performance, efficiency, and scalability of machine learning models.
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โข Advanced Mathematical Optimization:
• Linear Programming
• Mixed Integer Programming
• Convex Optimization
โข Gradient-Based Optimization:
• Stochastic Gradient Descent
• Conjugate Gradient
• Limited-memory BFGS
โข Optimization Libraries and Frameworks:
• TensorFlow
&bull> PyTorch
• Scikit-optimize
โข Model Regularization and Feature Selection:
• L1 and L2 Regularization
• Recursive Feature Elimination
• Feature Importance Analysis
โข Hyperparameter Optimization:
• Grid Search
• Random Search
• Bayesian Optimization
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