; Short course on Optimization for Communications & Machine Learning
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Topics

  • 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