Module #16 Multi-Objective Optimization Pareto optimality, weighted sum method, and multi-objective evolutionary algorithms
Module #17 Optimization in Deep Learning Optimization techniques for deep learning, including stochastic gradient descent and Adam
Module #18 Practical Optimization in AI Case studies and hands-on exercises for optimization in AI applications
Module #19 Optimization for Reinforcement Learning Introduction to optimization in reinforcement learning, including policy gradient methods
Module #20 Optimization for Computer Vision Applications of optimization algorithms in computer vision, including image processing and object detection
Module #21 Optimization for Natural Language Processing Applications of optimization algorithms in NLP, including language modeling and text classification
Module #22 Optimization for Robotics Optimization techniques for robotics, including motion planning and control
Module #23 Optimization for Recommendation Systems Applications of optimization algorithms in recommendation systems, including collaborative filtering
Module #24 Optimization for Time Series Analysis Optimization techniques for time series analysis, including forecasting and anomaly detection
Module #25 Optimization for Unsupervised Learning Applications of optimization algorithms in unsupervised learning, including clustering and dimensionality reduction
Module #26 Optimization for Feature Engineering Optimization techniques for feature engineering, including feature selection and engineering
Module #27 Optimization for Hyperparameter Tuning Optimization algorithms for hyperparameter tuning, including grid search and random search
Module #28 Optimization for Transfer Learning Optimization techniques for transfer learning, including domain adaptation and fine-tuning
Module #29 Advanced Topics in Optimization Exploring recent advances in optimization, including differentiable programming and optimization under uncertainty
Module #30 Course Wrap-Up & Conclusion Planning next steps in Optimization Algorithms in AI career
