notes for numerical methods for optimization

notes for audited course and various references such as:

• Nocedal et al., Numerical Optimization
• Polson et al., Proximal Algorithms in Statistics and Machine Learning
• Parikh et al., Proximal Algorithms
• Boyd et al., Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers