Boyd and Vandenberghe provide an excellent textbook on convex optimization, covering both theory and algorithms. In addition, it is the perfect textbook for a lecture on convex optimization - as for example given by Prof. Bommes at RWTH Aachen University last semester. Personally, I can also recommend the corresponding lecture slides provided by Boyd and Vandenberghe: Slides.
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