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Learn what most have forgotten about derivatives, functions, maxima and minima
An excellent training about Math
Understanding the Basic Calculus behind optimisation
Many people might take an interest in AI, data science and machine learning, just to mention some of the most current fields of interest. Most of these fields are highly dependent on calculus and, more generally, concepts like minima, maxima and derivativeYou might be a mathematician, but if you are not a mathematician and only barely remember the terms derivative and slope, and if you also want to understand the fundamental meaning of these terms, this course is for you. What is optimising?Optimizing: The action of making the best or most effective use of a situation or resource. – online definitionArtificial Intelligence and optimization: In the AI field optimizing relates, broadly speaking, to finding the optimum possibility for a given task.I recommend to read, for example this article: Management AI: Deep Learning And Optimization by David A. Teich to understand the relevance of optimisation. Here you will learn from the foundations of curves, functions and variables to the meaning of derivative and the relationship between function, derivative and optimum points such as minima and maxima. We also discuss how the actual calculations are carried out computationally by computers and by using programming languages. With all, it is important to understand the concepts that are being used by these languages and here we give a basic conceptual description that should help you move on to the next level or gain confidence in what you are already doing.
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