Tensorflow and XGBoost

 

 

 

 

Write a paper on analyzing the MNIST data set with XGBoost, Keras and Tensorflw

Section 1 introduction to the MNIST dataset

http://yann.lecun.com/exdb/mnist/

https://en.wikipedia.org/wiki/MNIST_database

Section 2 Apply XGBoost to the MNIST dataset

https://www.kaggle.com/idv2005/simple-xgboost-for-mnist

Section 3 Apply Keras & Tensorflow to the MNIST dataset

https://www.kaggle.com/ritupande/self-tutorial-deep-learning-using-keras/data

https://colab.research.google.com/drive/1iTGGKIfxRRrhWpQQUqHdfVMrfqkdE0un

https://colab.research.google.com/github/tensorflow/tpu/blob/master/tools/colab/keras_mnist_tpu.ipynb

 

Sample Solution

population found this perplexing due to the cultural belief in “two-spirit” or what can be considered a third gender (Morgensen. 2012). With the colonization of the indigenous population Europeans were able to instill their beliefs about gender and sex, eventually this became a tool in their quest for dominance (Manning, 2019). Additionally it can be suggested that it created the foundation of a hierarchical system in the Americas and the Caribbean society knows toady. In short the institution of gender was the beginnings of colonial power around the world. With the concept of hierarchy forced on the indigenous colonizers were able to justify gendered violence, because of the man over woman ideal. Gendered violence played an important role in the shaping of colonial societies and establishing power and it continued to be a tool of retaining power during post-colonisation and modern day conflict. It is clear that even in modern day society there is a large amount of inequality throughout the world in terms of men’s and women’s opportunities, and unfortunately the inequalities can become amplified during times of conflict. During World War 1 80% of casualties were soldiers, during the Vietnam War 80% of casualties were civilians mostly women and children (Fagan,1999). This is an example of an extremely concerning trend and that is that women and children have become tools and pawns in conflicts to gain or retain power on both international and national levels. As instability in security increases the risk of sexual violence also increases all across the board for men, women, and children. The use of sexual violence is used a psychological tactic to control and weaken communities through loss of social cohesion. Colonization and war both contributed to the objectification and demoralization use of sexual violence to carry out the task at hand. We see this with early colonizers who were quick to brutalize native women and exploit their newly taken power. A more modern examples would be the conflicts in Rwanda, Uganda, and Bosnia–Herzegovina, which saw sexual violence used as a systemic tool of war; but also can be used to control populations in times of peace (Close, 2011). The use of sexual violence reinforces gender stereotypes in societies both developed and developing, especially the idea that conflict is a male dominated.

This question has been answered.

Get Answer
WeCreativez WhatsApp Support
Our customer support team is here to answer your questions. Ask us anything!
👋 Hi, Welcome to Compliant Papers.