Lecture 6 | Quadratic Programs | Convex Optimization by Dr. Ahmad Bazzi

Lecture 6 | Quadratic Programs | Convex Optimization by Dr. Ahmad Bazzi

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Lecture 6 | Quadratic Programs | Convex Optimization by Dr. Ahmad Bazzi
☕️ Buy me a coffee: https://paypal.me/donationlink240 🙏🏻 Support me on Patreon: https://www.patreon.com/c/ahmadbazzi In Lecture 6 of this course on convex optimization, we will cover the essentials of Quadratic Programming.The outline of the lecture is as follows: 00:00 Intro 00:32 What is a Quadratic Program (QP) ? 03:24 QP reformulation 06:05 Illustrating the optimal solution 16:54 Solving a QP on MATLAB 25:43 Outro --------------------------------------------------------------------------------------------------------- Lecture 1 | Introduction to Convex Optimization: https://youtu.be/SHJuGASZwlE Lecture 2 | Convex Sets: https://youtu.be/QV5qtTq1Tro Lecture 3 | Convex Functions: https://youtu.be/XzW-B1CJ_ao Lecture 4 | Convex Optimization Principles : https://youtu.be/aMC3WPGMLes Lecture 5 | Linear Programming & SIMPLEX algorithm w MATLAB: https://youtu.be/dAyeNmz6p-c --------------------------------------------------------------------------------------------------------- References: [1] Boyd, Stephen, and Lieven Vandenberghe. Convex optimization. Cambridge university press, 2004. [2] Nesterov, Yurii. Introductory lectures on convex optimization: A basic course. Vol. 87. Springer Science & Business Media, 2013. Reference no. 3: [3] Ben-Tal, Ahron, and Arkadi Nemirovski. Lectures on modern convex optimization: analysis, algorithms, and engineering applications. Vol. 2. Siam, 2001. --------------------------------------------------------------------------------------------------------- Instructor: Dr. Ahmad Bazzi IG: https://www.instagram.com/drahmadbazzi/ FB: https://www.facebook.com/profile.php?id=100002083151128 RG: https://www.researchgate.net/profile/Ahmad_Bazzi MSE: https://math.stackexchange.com/users/310385/ahmad-bazzi?tab=profile YT: https://www.youtube.com/c/AhmadBazzi --------------------------------------------------------------------------------------------------------- Credits : Microsoft OneNote: https://products.office.com/en-gb/onenote MATLAB: https://www.mathworks.com/products/matlab.html Keywords: Convex Optimization, Quadratic Programming; cvxopt; python optimization; optimiser pdf; optimization for machine learning; matlab solve #ConvexOptimization #QP #Quadratic