Chapter 3: Convexity Chapter 4: Primal optimality conditions Chapter 5: Primal–dual optimality conditions Chapter 6: Lagrangia
![All Local Minima are Global for Two-Layer ReLU Neural Networks: The Hidden Convex Optimization Landscape | Semantic Scholar All Local Minima are Global for Two-Layer ReLU Neural Networks: The Hidden Convex Optimization Landscape | Semantic Scholar](https://d3i71xaburhd42.cloudfront.net/79972c93d02d1a37f72b3d9a85c23ab55d438b9b/7-Figure1-1.png)
All Local Minima are Global for Two-Layer ReLU Neural Networks: The Hidden Convex Optimization Landscape | Semantic Scholar
![Lagrangean duality - Cornell University Computational Optimization Open Textbook - Optimization Wiki Lagrangean duality - Cornell University Computational Optimization Open Textbook - Optimization Wiki](https://optimization.cbe.cornell.edu/images/thumb/1/16/Weak_and_Strong_Dualtiy.png/300px-Weak_and_Strong_Dualtiy.png)
Lagrangean duality - Cornell University Computational Optimization Open Textbook - Optimization Wiki
![Linear reinforcement learning in planning, grid fields, and cognitive control | Nature Communications Linear reinforcement learning in planning, grid fields, and cognitive control | Nature Communications](https://media.springernature.com/full/springer-static/image/art%3A10.1038%2Fs41467-021-25123-3/MediaObjects/41467_2021_25123_Fig1_HTML.png)
Linear reinforcement learning in planning, grid fields, and cognitive control | Nature Communications
![Primal(in blue) and dual(in red) functions for the Case 4 with three... | Download Scientific Diagram Primal(in blue) and dual(in red) functions for the Case 4 with three... | Download Scientific Diagram](https://www.researchgate.net/publication/235638791/figure/fig3/AS:669100158238727@1536537317325/Primalin-blue-and-dualin-red-functions-for-the-Case-4-with-three-critical-points-in.png)
Primal(in blue) and dual(in red) functions for the Case 4 with three... | Download Scientific Diagram
![Fig. A0.2. An example of duality gap arising from non-convexity (see text). | Download Scientific Diagram Fig. A0.2. An example of duality gap arising from non-convexity (see text). | Download Scientific Diagram](https://www.researchgate.net/publication/24356803/figure/fig4/AS:669423987879940@1536614524306/Fig-A02-An-example-of-duality-gap-arising-from-non-convexity-see-text.png)