Optimization 101 for electrical engineers…Where to start from?

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I have never taken any optimization class. From an electrical engineering point of view, how should I approach learning this field? What kind of information I should be looking at in my problem to determine in which class my problem falls into? What are the most useful optimization methods and techniques specific to digital signal processing and digital communication problems? Any online help and book recommendation will be much appreciated.