Why Feedback & Optimization ?

Improves Decision -Making : Helps refine strategies based on real-world results.
Reduces Uncertainty: Iterative testing minimizes risks and errors.
Enhances Performance: Ensures systems, models,and processes operate at their best.

Key Concepts in Feedback & Optimization

Feedback Loops (Positive Feedback and Negative Feedback)
Optimization Techniques(Gradient Descent,Bayesian Optimization,A/B Testing)
Reinforcement Learning & Adaptive Systems
Control Systems & Cybernetics

Challenges & Future Directions

Delayed or Noisy Feedback
Over-Optimization Risks
Complex Interdependencies
AI-Driven Optimization
Personalized Feedback Systems
Self-Optimizing Networks

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