Optimization for ML¶
References¶
- Convex Optimization | Stanford
- Adaptive and Cooperative Algorithms; Search Algorithms; Game Theory | University of Waterloo
- Optimization Methods for Machine Learning and Engineering | Julius Pfrommer
- Optimization in Machine Learning 2022 | Ganesh Ramakrishnan
- Optimization | CMU Machine Learning
- https://mmas.github.io/optimization-scipy
- https://scipy-lectures.org/advanced/mathematical_optimization/
- Deep Learning Optimizers
- Optimization Techniques - W2023
- Convex Optimization for AI | Han Dean | CMU
- Optimization | Se Young Yun
- Convex Optimization | Stanford
- Optimization | Constantine Caramanis
- Nonlinear Optimization | Abhishek Gupta
- Nonlinear and Dynamic Programming | Abhishek Gupta