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#confusion_matrix #and #other #metrics #in #machine #learning
#confusion #matrix #and #other #metrics
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#naive #bayes

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#precision #in #machine #learning
#precision
#recall #and #f1-score #7 #in #machine #learning
#recall #and #f1-score #7-ROC #curve
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#metrics
#machine #learning #tutorials #for #beginners #machine #learning #tutorials #mean #median #mode #in #machine #learning #standard #deviation #in #machine #learning #machine #learning #in #one #file #data #distribution #in #machine #learning #train #and #test #in #machine #learning #decision #tree #in #machine #learning #scale #in #machine #learning #scatter #plot #in #machine #learning #regression #in #machine #learning #percentile #in #machine #learning #numpy #machine #learning #machine #learning #in #data #science #ml #ipynb #ml #train #test #split #machine #learning #train #test #split #for #classification #data #preprocessing #pandas #data #cleaning #in #machine #learning #classification
If #you’ve #always #wondered #where #to #start #out #with #Machine #Learning #or #Deep #Learning #and #considered #spending #considerable #time #on #learning #various #algorithms # # #you’ll #soon #realise #all #journeys #have #a #single #starting #point #i #e #Data-Preprocessing # #I’ve #always #spent #n #number #of #hours #to #get #through #this #initial #step #and #over #time #short #span #over #which #I’ve #been #practising #I’ve #summarised #the #steps #as #follows # #Import #Data #using #Pandas #which #returns #a #DataFrame #Check #for #Missing #values #if #replaced #with #symbols #like # #? #NA # # # #etc # #standardize #them #to #NaN #and #eventually #fill #those #values #or #exclude #such #rows #if #you #have #a #fairly #large #dataset #Convert #Categorical #Values #like #gender # #country # #qualification #etc #to #Numerical #values # #binary #and #not #their #ordinal #counterparts # # #We #do #this #because #Machine #Learning/Deep #Learning #are #Mathematical #Models #and #understand #only #numbers #Feature #Scaling # #Standardize #or #Normalize #your #Data # #Split #the #data #into #Independent #and #Dependent # #y # #variables #along #with #splitting #the #dataset #to #Test #and #Train #in #case #you #don’t #have #one #The #following #section #contains #generalised #snippets #of #the #point #mentioned #above # #Import #data #from #csv #using #pandas Aimed #to #solve #the #limitation #of #abundant #data #to #constructing #classification #modeling #in #data #mining # #the #paper #proposed #a #novel #effective #preprocessing #algorithm #based #on #rough #sets # #Firstly # #we #construct #the #relation #Information #System #using #original #data #sets # #Secondly # #make #use #of #attribute #reduction #theory #of #Rough #sets #to #produce #the #Core #of #Information #System # #Core #is #the #most #important #and #necessary #information #which #cannot #reduce #in #original #Information #System #So #it #can #get #a #same #effect #as #original #data #sets #to #data #analysis # #and #can #construct #classification #modeling #using #Thirdly #construct #indiscernibility #matrix #using #reduced #Information #System # #and #finally # #get #the #classification #of #original #data #sets # #Compared #to #existing #techniques # #the #developed #algorithm #mienterainers #mi #entertainers #MI #Entertainers