Why Is Hoeffding's Inequality Relevant to ML - IT Assignment Help

Assignment Task

Evidence of academic violation and will impact your grade severly and under certain condition may be referred to the department.
1) Why is Hoeffding's Inequality relevant to ML?
2) Our group ran a massive 1NN experiment and produced a 60 page report. Unknown to us our new intern who prepared the dataset, had added the dataset twice by mistake. What impact does it have on our findings and should we rerun the experiment? I expect you to spend 3 minutes or less on this question. Answers exceeding
30 words will be penalized. 
3) Considering only production time effort and cost, given, randomForest,SVM,naiveBayes and nearest neighbor, which algorithm
will you choose? Explain. 
4) Which algorithm will you not choose? Explain.
 

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