Please match each task with its appropriate loss function in deep learning.

Deep learning method learns its weights through A._________________ during the optimization. Stochastic gradient descent (SGD) and Adam methods are widely used for this process. 

Write a 1,500 word essay in which you answer your line of inquiry. You will be assessed on how you construct a focused, analytical argument examining the work from a broad literary or linguistic perspective. Adhere to formal framework of an academic essay, using citations and references. The Criteria are as follows: Criterion A: Understanding and interpretation • How well does the candidate demonstrate an understanding of the text and draw reasoned conclusions from implications in it? • How well are ideas supported by references to the text? Criterion B: Analysis and evaluation • To what extent does the candidate analyse and evaluate how textual features and/or authorial choices shape meaning? Criterion C: Focus and organization • How well organized, coherent and focused is the presentation of ideas? Criterion D: Language • How clear, varied and accurate is the language? • How appropriate is the choice of register and style? (“Register” refers, in this context, to the candidate’s use of elements such as vocabulary, tone, sentence structure and terminology appropriate to the analysis).

“Murdering an innocent child is always wrong.” According to Duty Ethics, or Deontology:

“I don’t want to fall in either ethical ditch” says another intrepid PBA graduate. “I want to find the Middle Path like the Buddha, the Narrow Way like Jesus, and avoid extremes.” This PBA graduate is seeking to live by this position in Aristotelian Ethics:

Informational justice provides employees with explanations for key decisions and keeps them alert to important organizational matters that they will benefit from knowing without harming confidentiality, while interpersonal justice regards whether employees are (or perceive that they are) treated with dignity and respect by others within their group or organization.

Physical bodies are not important in ethics, only minds matter. Parallel to this principle, Jesus according to the New Testament was not resurrected physically, his body remained in the tomb. The disciples simply saw his “ghost” or “phantom.”

There are [color1] domains of life. Two of the domains are [color2] and one is [color3]. The infectious agents are found in the domains [color4] and [color5]. Some examples of infectious disease causing microbes are [color6] , [color7] and [color8].

“All is fair in love and war” is one of St. Augustine’s Just War criteria, paralleled by Walter Wink’s violence reduction criteria.

“The means used must possess proportionality to the end sought” is one of the Just War criteria from the ethics lesson based on Saint Augustine, and on Walter Wink’s framing of violence reduction criteria.