Data-set Classification

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Homework Neural Networks
Q1 Iris Dataset Classification via Neural Networks
Classify the IRIS data set via Artificial Neural Networks ANN
https://www.kaggle.com/azzion/iris-data-set-classification-using-neural-network/data
a.Compute the Confusion Matrix and Accuracy for the ANN
b.Compare the performance with a Naïve Bayes Classifier
Q2 Go through the Google Machine Learning Crash Course (free)
https://developers.google.com/machine-learning/crash-course
And write a paper describing the following exercises:
a.Explain the stochastic gradient descent algorithm for reducing loss
https://developers.google.com/machine-learning/crash-course/reducing-loss/gradient-descent
b.With the playground exercise explain the relationship between learning rate and convergence
https://developers.google.com/machine-learning/crash-course/reducing-loss/playground-exercise
c.Explain the anatomy of a neural network in your paper
https://developers.google.com/machine-learning/crash-course/introduction-to-neural-networks/anatomy
d.Review playground exercises on neural networks and explain in your paper
https://developers.google.com/machine-learning/crash-course/introduction-to-neural-networks/playground-exercises
Review the course in your paper and explain how it helps in understanding what neural networks are

Socrates and Plato utilized the Allegory Cave to clarify the basic considering aptitudes normal society by clarifying what the envisioned the truth should resemble and what the genuine truth resembles this present reality outside the cavern.
They accepted life resembled being in a cavern and that is the thing that life was about and seeing shadows escaped reality. These logicians both accepted that this relationship of the individuals in the cavern not understanding the man who informed them regarding the outside life and there’s living things and things you can contact and believe, and the shadows they were seeing were individuals strolling by with creatures and crops and those were living individuals.

The disarray these logicians depicted, was a model they were utilizing when they said how they feel when attempting to instruct general society. They trust us residents are threatening and isn’t eager to learn new things based off our obliviousness. Plato contended the majority, for example, us residents are excessively difficult and uninformed to administer ourselves.

Harvard teacher, Joseph Nye recognized the classes of intensity inside his book The Annals of the American Academy of Political and Social Science which include: Hard force, the utilization of power while accomplishing ams. Savvy power, utilization of power, influence and impact to accomplish points lastly delicate force, the utilization of impact or influence. Pragmatists contend that states utilize hard force so as to pick up and keep up for their own utilization, John Mearsheimer expressed “States rival each other to pick up power to the detriment of others to ensure they don’t lose power” this statement can be like Morgenthau’s meaning of intensity wherein he states “Force may involve whatever builds up and keeps up the intensity of man over man … from physical savagery to the most unpretentious mental ties by which one brain controls another” Morgenthau accepted that the main force that was significant was hard force through military power, he clarifies that force is dictated by the political and social condition in which there is a steady rivalry for power. Exemplary authenticity depends vigorously on the perceived leverage and objectivity not at all like auxiliary authenticity. Though, Waltz’s meaning of intensity gives a logical clarification to the current worldwide political framework ”

Walzt’s hypothesis of authenticity can be broken into two sections in which asserts that states exists inside an anarchic framework where governmental issues happens in a field with no focal position along these lines prompting nations pressing together force for security and assurance.

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Utilitarianism is the hypothesis that we ought to consistently attempt to expand bliss. With regards to Bernard Williams, he is viewed as perhaps the best pundit of Utilitarianism. The main experiment for the utilitarianism hypothesis he secured was for George the Chemist. Geroge just got his Ph.D. in sc
He is seeing it as very hard to get a new line of work. His wellbeing isn’t the best, constraining him with openings for work meaning his better half needs to work. That being stated, this causes them a great deal of worry since they have little kids to deal with. He winds up finding a new line of work offer from a more established scientist in concoction and organic fighting yet denies since he restricted to this field.
I trust George should accept this position, paying little heed to his conclusions regarding the matter and the field. I accept this in such a case that he is attempting to find a new line of work as is and it’s at present putting a ton of strain on his better half and family, he should hop on any open door he can get. This returns to the Utilitarian hypothesis. As of now, his joy is depending on him having an occupation and having the option to help his family. The issues he is confronting right now all rotate around him not having a vocation, and now he at last has an employment bid however will not take it because of the work they do. He should accept the position to take the strain off his family, and as the hypothesis states, he should attempt to amplify his satisfaction.

The following experiment Bernard Williams secured was Jim the Botanist. Jim unearthed a focal square of a little South American town. He sees a few Indians tied in a bad spot and a few furnished men in uniform going to shoot them.

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