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Short course on Optimization for Communications & Machine Learning
- Convex Sets
- Convex functions
- Convex problems
- Duality & KKT Conditions
- Energy harvesting application
- Compressed sensing applications
- Power control in wireless systems using geometric programming
- Optimization algorithms
- Energy-efficient wireless system design using fractional programming
- Convex optimization for Machine Learning
- Applications to signal processing in MATLAB
- Applications: Beamforming for MIMO wireless systems
- Assorted applications for single-/multi-user wireless systems e.g., single-/multi-user waterfilling, precoder/decoder design using SDP relaxation
