Deep learning

Sample Solution

Deep learning is a type of machine learning and artificial intelligence (AI) that imitates the way humans gain certain types of knowledge. Deep learning is an important element of data science, which includes statistics and predictive modeling. Machine learning requires less computing power; deep learning typically needs less ongoing human intervention. Deep learning can analyze images, videos, and unstructured data in ways machine learning can’t easily do. Every industry will have career paths that involve machine and deep learning. Artificial intelligence is a science devoted to making machines think and act like humans. This may sound simple, but no existing computers begin s to match the complexities of human intelligence.

ittola expresses the extent of military tactics used, but never reaches a conclusion whether it’s lawful or not to proceed these actions, as he constantly found a middle ground, where it can be lawful to do such things but never always (Begby et al (2006b), Page 326-31). This is supported by Frowe, who measures the legitimate tactics according to proportionality and military necessity. It depends on the magnitude of how much damage done to one another, in order to judge the actions after a war. For example, one cannot simply nuke the terrorist groups throughout the middle-east, because it is not only proportional, it will damage the whole population, an unintended consequence. More importantly, the soldiers must have the right intention in what they are going to achieve, sacrificing the costs to their actions. For example: if soldiers want to execute all prisoners of war, they must do it for the right intention and for a just cause, proportional to the harm done to them. This is supported by Vittola: ‘not always lawful to execute all combatants…we must take account… scale of the injury inflicted by the enemy.’ This is further supported by Frowe approach, which is a lot more moral than Vittola’s view but implies the same agendas: ‘can’t be punished simply for fighting.’ This means one cannot simply punish another because they have been a combatant. They must be treated as humanely as possible. However, the situation is escalated if killing them can lead to peace and security, within the interests of all parties. Overall, jus in bello suggests in wars, harm can only be used against combatants, never against the innocent. But in the end, the aim is to establish peace and security within the commonwealth. As Vittola’s conclusion: ‘the pursuit of justice for which he fights and the defence of his homeland’ is what nations should be fighting for in wars (Begby et al (2006b), Page 332). Thus, although today’s world has developed, we can see not much different from the modernist accounts on warfare and the traditionists, giving another section of the theory of the just war. Nevertheless, we can still conclude that there cannot be one definitive theory of the just war theory because of its normativity.

Jus post bellum

Finally, jus post bellum suggests that the actions we should take after a war (Frowe (2010), Page 208). Firstly, Vittola argues after a war, it is the responsibility of the leader to judge what to do with the enemy (Begby et al (2006b), Page 332).. Again, proportionality is emphasised. For example, the Versailles treaty imposed after the First World War is questionably too harsh, as it was not all Germany’s fault for the war. This is supported by Frowe, who expresses two views in jus post bellum: Minimalism and Maximalism, which are very differing views. Minimalists suggest a more lenient approach while maximalist, supporting the above example, provides a harsher approach, punishing the enemy both economically and politically (Frowe (2010), Page 208). At the last instance, however, the aim of war is to establish peace security, so whatever needs to be don