台灣人工智慧學校新竹分校第一期技術領袖培訓班資格考試考古題
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台灣人工智慧學校新竹分校第一期技術領袖培訓班資格考試考古題. gist僅為備份用檔案,完整rendered題目請見hackmd. 參考解答會在選項前以星號(*)標記,不過目前並不 ...
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台灣人工智慧學校新竹分校第一期技術領袖培訓班資格考試考古題.md
台灣人工智慧學校新竹分校第一期技術領袖培訓班資格考試考古題
gist僅為備份用檔案,完整rendered題目請見hackmd
參考解答會在選項前以星號(*)標記,不過目前並不保證一定正確,各位高手可以自行編輯(需登入)更正答案或提供各題詳解。
感謝一同討論解題的各位:Paul,陳彥吉,游聲峰Robert,Sean,MoonyHsieh,johnson,怡中
Calculus
Letthefunction$f(x)=ax^3+bx^2+cx+d$.Supposethat$f(0)=4$isacriticalpointof$f$and$f(1)=-2$isapointofinflection,find$a$,$b$,$c$and$d$.
Hint:Thecriticalpointof$f$isthepointsuchthat$f'(x)=0$,andthepointofinflectionof$f$satify$f''(x)=0$.
($A$)$a=1$,$b=5$,$c=8$,$d=6$
($B$)$a=13$,$b=-3$,$c=-5$,$d=4$
*($C$)$a=3$,$b=-9$,$c=0$,$d=4$
($D$)$a=6$,$b=11$,$c=1$,$d=-2$
$f(x)=ax^3+bx^2+cx+d$
$f'(x)=3ax^2+2bx+c$
$f''(x)=6ax+2b$
Thensolve:
$f(0)=d=4$...(1)
$f(1)=a+b+c+d=-2$...(2)
$f'(0)=c=0$...(3)
$f''(1)=6a+2b=0$...(4)
Findthe$(x,y)\in{(x,y)|2x^2-y^2=1}$whichminimizesthedistancefrom$(3,0)$,andwhatistheminimaldistance$d$?
($A$)$(x,y)=(3,\pm4)$,$d=2$
($B$)$(x,y)=(8,17)$,$d=23$
($C$)$(x,y)=(3,0)$,$d=\sqrt{3}$
*($D$)$(x,y)=(3,\pm1)$,$d=\sqrt{5}$
Thepointsgivenin(A)(B)(C)doesn'tmeettheequation.
Findtheequationofthetangentlineto$y=2^x$at$(1,2)$
*($A$)$y=x\ln{4}-\ln{4}+2$
($B$)$y=8x\exp^x-4x+3$
($C$)$y=-\sqrt[3]{x}+1$
($D$)$y=\ln{6^x}+9x$
Onlytheequationlistedin(A)isalinearequation
Let$f(x,y)=sin(x^2-y)$,find$\dfrac{\partial^2f(2,4)}{\partialx\partialy}$
($A$)5($B$)9($C$)4*($D$)0
$\dfrac{\partial^2f(2,4)}{\partialx\partialy}=\sin(x^2-y)*2x=0$
Let$z=f(x-y,y-x)$,whatis$\dfrac{\partialz}{\partialx}+\dfrac{\partialz}{\partialy}$?
($A$)1*($B$)0($C$)6($D$)2
Alwaysresultsinpairsofpostiveandnegativetermsthathavesamevalues.
LinearAlgebra
Let$A=\begin{bmatrix}
1&2&1\
0&1&2\
1&3&2
\end{bmatrix}$,findamatrix$B$suchthat$AB=A^2+2A$
($A$)$\begin{bmatrix}
3&2&1\
0&7&2\
1&1&6
\end{bmatrix}$*($B$)$\begin{bmatrix}
3&2&1\
0&3&2\
1&3&4
\end{bmatrix}$($C$)$\begin{bmatrix}
3&7&8\
3&3&7\
13&5&4
\end{bmatrix}$($D$)$\begin{bmatrix}
9&2&1\
7&2&4\
6&3&6
\end{bmatrix}$
$B=A^{-1}(A^2+2A)=A+2I$
where$I$denotestheidentitymatrix.
Whatistherankof$\begin{bmatrix}
1&2&3&4&5\
1&0&0&1&0\
1&1&1&1&1\
2&2&3&5&5\
5&5&7&11&11\
\end{bmatrix}$?
($A$)5($B$)6($C$)2*($D$)3
Pleasecheckoutthedefinitionofrank
Findtheeigenvaluesofthefollowingmatrix$\begin{bmatrix}
1&1&2&2\
1&1&2&2\
2&2&1&1\
2&2&1&1\
\end{bmatrix}$?
Hint:TryGaussianeliminationfirst.
($A$)0,1,-6($B$)3,5,-10*($C$)0,6,-2($D$)0,6,12
Findthesolutionsetforthefollowinglinearmatrixequation
$Ax=\begin{bmatrix}
1&0&1&0\
2&2&0&3\
0&4&-4&5\
\end{bmatrix}\begin{bmatrix}
x_1\x_2\x_3\x_4\
\end{bmatrix}=\begin{bmatrix}
2\1\7
\end{bmatrix}$
*($A$)$\begin{Bmatrix}\left.
\begin{bmatrix}
-t+2\t-3\t\1\
\end{bmatrix}\right\rvertt\inF
\end{Bmatrix}$($B$)$\begin{Bmatrix}\left.
\begin{bmatrix}
t+2\10t\t\3t+1\
\end{bmatrix}\right\rvertt\inF
\end{Bmatrix}$($C$)$\begin{Bmatrix}\left.
\begin{bmatrix}
t\3t\-t-10\1\
\end{bmatrix}\right\rvertt\inF
\end{Bmatrix}$
($D$)$\begin{Bmatrix}\left.
\begin{bmatrix}
3t\t\t+10\5\
\end{bmatrix}\right\rvertt\inF
\end{Bmatrix}$
Forwhich$x$is$A=LU$decomposiitionimpossible?
$A=\begin{bmatrix}
1&2&0\
3&x&1\
0&1&1\
\end{bmatrix}$
*($A$)$x=6$($B$)$x=4$($C$)$x=12$($D$)$x=0$
If$A$isinvertible,thenitadmitsanLUfactorizationifandonlyifallitsleadingprincipalminorsarenonzero.
Statistics&Probability
Whichofthefollowingstatementsaretrue?
I.Qualitativevariablescouldbemultiplied.
II.Categoricalvariablescouldbecontinuousvariables.
III.Quantitativevariablescouldbediscretevariables.
($A$)Ionly($B$)IIonly($C$)IIIonly($D$)IandII*($E$)IandIII
Assumethat$P(A)=0.4$and$P(B)=0.3$,and$P(A$or$B)=0.7$,$P(A)*P(B)=0.12$.Whichoffollowingstatementsaretrue?
I.$A$and$B$aremutuallyexclusive
II.$P(A$and$B)=0.7$
III.$A$and$B$areindependentevent
($A$)Ionly($B$)IIonly($C$)IIIonly($D$)IandII*($E$)IandIII
Avariablefollownormaldistribution.Ithasameanvalueof$80$andastandarddeviationof$15$.Ifaz-scoreis$2$,what'svalueonthenormaldistribution?
($A$)68($B$)95($C$)99*($D$)110($E$)125
Adistributionthatskewnessvalueabove$2.5$($SK>2.5$),whicchoffollowingstatementsaretrue?
*($A$)mean>median>mode
($B$)mode>mean>median
($C$)mode>median>mean
($D$)mean=median=mode
($E$)noneabove
Assuming$P(A1)=0.3$,$P(A2)=0.7$,$P(B\vertA1)=0.2$,and$P(B\vertA2)=0.4$,${A1,A2}$isapartitionof$U$,then$P(A1\vertB)$?
($A$)0.111*($B$)0.177($C$)0.272($D$)0.323($E$)0.37
Assumethat$X$isarandomvariableandits$E(X)=100$and$\sigma^2(X)=10$.Thevariable$Y$isalinearfunctionof$X$,$Y=2X+50$.That$E(Y)$and$\sigma^2(Y)$,whichoffollowingstatementsaretrue?
I.$E(Y)=100$
II.$E(Y)=200$
III.$\sigma^2(Y)=10$
IV.$\sigma^2(Y)=40$
($A$)Ionly($B$)IIonly($C$)IIIonly*($D$)IVonly($E$)noneabove
Ineachcasestatewhetheryouexpectthetwovariables$x$and$y$indicatedtohavepositive,negative,orzerocorrelation.Whichoffollowingstatementsisnegative?
($A$)Thenumber$x$ofpafesinabookandtheage$y$oftheauthor.
($B$)Thenumber$x$ofpafesinabookandtheage$y$oftheintendedreader.
*($C$)Theweight$x$ofanautomobileandthefueleconomy$y$inmilespergallon.
($D$)Theweight$x$ofanautomobileandthereading$y$onitsodometer.
($E$)Theamount$x$ofasedativeapersontookanhouragoandthetime$y$ittakeshimtorespondtoastimulus.
Asthefigure,whichoffollowingstaementsaretrue?
($A$)SetI.SSE
程式題請使用偽代碼(pseudocode)作答。
PseudocodeisasimplewayofwritingprogrammingcodeinEnglish.Pseudocodeisnotactualprogramminglanguage.Itusesshortphrasestowritecodeforprogramsbeforeyouactuallycreateitinaspecificlanguage.Thepurposeofusingpseudocodeisthatitiseasierforpeopletounderstandthelogicbehindthealgorithms.
・Rulesforpseudocode,Writeonlyonestatementperline
・Availablekeywords:IF,ELSE,ENDIF,WHILE,ENDWHILE,REPEAT,UNTIL,FUNCTION,FOR,PRINT,LENGTH
example1:
functionexample1(x){
ydata[j+1])
func1(data,j,j+1);
}
}
}
參考解答:[1,1,5,6,8,9,13,22]
PleasecheckBubblesort.
(2)Defineafunctionwhichsatisfiesthefollowingstaement.
Given${x_n}$,alistofunsortednumbers,returnthesumofthefirstquartile$Q1$andthethirdquartile$Q3$.
Hints:
$$Q_x=
\left{
\begin{array}{l}
a_{z+1}&\text{if}z+1>\dfrac{nx}{4}>z\
\dfrac{a_{z}+a_{z+1}}{2}&\text{if}\dfrac{nx}{4}=z
\end{array}
\right.
$$
$z$isaninteger
$n$isthelengthofgivenlistofnumbers
${a_n}$isthesortedlistof${x_n}$
參考解答:
functionswap(x,i,j){
vara;
adata[j+1])
func1(data,j,j+1);
}
}
}
functionfunc(data){
varlen=length(data);
varx[len]=sort(data);
varq1,q3;
if(len%4==0){
q1=(x[len/4-1]+x[len/4])/2;
q3=(x[(len*3)/4-1]+x[(len*3)%4])/2;
}
else{
q1=x[len/4];
q3=x[(len*3)/4];
}
returnq1+q3;
}
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gist僅為備份檔案,rendered題目請見hackmd. 參考解答會在選項前以星號(*)標記,不過目前並不 ... ,台灣人工智慧學校新竹分校第一期技術領袖培訓班資格考試考古題.