Overall

The Knowledge Paradox (02:23)
Knowing vs. Understanding (06:49)
Brief - Convex Optimization Fundamentals and Deep Learning (01:28)
Deep Dive - Knowing the Math Missing the Truth (24:59)
Critique - Reframing Convex Optimization Forum Recruiting (10:52)
Debate - Applied Success or True Optimization Mastery (13:03)

More Technical

The Guaranteed Path to Success (01:55)
Convex Optimization (06:25)
Brief - Convexity Duality Theory and KKT Proof (01:36)
Deep Dive - Local Optimum is Global Optimum (40:27)
Critique - Structuring Convex Optimization for Impact (09:56)
Debate - Rigor Versus Intuition in Convex Optimization (12:03)