1
Easy2Siksha
GNDU  -2022
  
 
(     )
 :    : 50
:    -    ,        
             
-
1. -     ?        
       
2. -     -     x3 - x -
1        
-
3. ()      ?     ?
() -        :
x + 2y + z = 8
2x + 3y + 4z = 20
4x + 3y + 2z = 16
2
Easy2Siksha
4.     ?        -  ?
            :
1 2 3
3 -2 1
4 1 1
-
5. ()     ,      
(b)      , f(7.5) 

1
2
3
4
5
6
7
8
F(x)
1
8
27
64
125
216
343
512
6. (a) n = 4            

(b) n = 10     1/3      


-
7. ()   ?   -   ?
(b)            :

25
27
31
35
36
3
Easy2Siksha
3
2
4
1
2
8.   ' :
(a) 
() 
(c) 
4
Easy2Siksha
GNDU  -2022
  
 
(     )
 :    : 50
:    -    ,        
             
-
1. -     ?        
       
:      :
     , 
    
     :
1. 
- 
2.   
3.  
        :
1. 
- :
          
-  
           ,   
     ,      
5
Easy2Siksha
:    
    1/3      0.333333
... ( ) ,    0.33333333 (8   )  
            , 
      
  
  :   ' 0.1 + 0.2    '  

0.3        ,    -  
  , 
 0.30000000000000004       
   
-  

-        ,   ' 
       
2.   :
       
     
   
          

                
     
e:               ' 
:
sin(x) = x - x^3/3! + x^5/5! - x^7/7! +...
 
    (x - x^3/3!)  (x)   ,  
 
        
  ,        ,
        
     
 (   
 )
     
         
               
        
      
            
3.  :
 ,          ,   
  
          
 
       
   
:    
         
    
        , 
 5.23      
     5.22            

6
Easy2Siksha
                
          0.1    
 ,          
 :
,        ,       
                
   
  :
 
     ,      
 :
         , A  B,     
ea  eb  
C = A * B     
C   ,   ec  ,  :
ec ≈ ea + eb
              

:   
1% (ea = 0.01)         
10   ,  2% (eb = 0.02)        5 

 
    :  =  *  = 10  * 5  =
50 ²
     : ec ≈ ea + eb = 0.01 + 0.02 = 0.03  3%
 ,  3%       50 cm² 
   :
 ,       
C = A / B     ,  C 
   :
ec ≈ ea + eb
:    
     ,      
 
0.5% (ea = 0.005)     100 g    ,  1% (eb =
0.01)      50 cm³    
 =  /  = 100 g / 50 cm³ = 2 g/cm³
     : ec ≈ ea + eb = 0.005 + 0.01 = 0.015  1.5%
 , 
 1.5%       2 g/cm³   
  :
7
Easy2Siksha
      
       
             
 ,           ,   
     
          :
1.     ,          

-          ,   - 
      
2.    ,   
 ,      
         ,     
   
3.    ,         
         
4.           
      
 :
              
  :
1.  :      -   
               
             
 
2. :       '  
   ,    
 ,    
        -  
 
3.  :  ,          
            
         
4.   :       
            
   ,             
  
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Easy2Siksha
5.  :3D   -   , 
-
            
       
    :
 
    
 ,      
 :
1.    :  ,        
-
    
2.   :       
   
           
     
3.  :         
              
      
4.   :            -
             ,  
   
 
5.     :   ,   (
           )
    
-         
6.  :   ,     
  ,     -   
:
-     - 
-, ,   -  
        -      :
   ,    ,    

  ,   '    ,  
     
          ,   
,       '       
 
          , 
   
  ,        ,     
'       
  , ,  ,  
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Easy2Siksha
         ,       '
              
 
 ,  
    ,      
               , 
-           
     
2. -     -     x3 - x -
1        
: - :
- ,        ,  -   
 ( )         ,  x   
             
    
 '         '    
 
           :
1.       
2.   '      
3.        x-   
4.        
5.  2-4    
     

,      :
1.  : 
   -       
         
,  
  ,    
   
   x₀  
2.  :    ', 
         
                 
 '    
 
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3. - : 
       x-  
            
4.  :
 x-    ,      

   x₁  
5. :
-      ,       
  '       
       
     ,  
   
     
   :
   ,          .    
 
 :
x_{n+1} = x_n - f(x_n) / f'(x_n)
:
x_n    
x_{n+1}    
f(x_n)   '     
f'(x_n)   '     
          
    
     - 
     !
 
  :
-     
      '     
     "  "    ,        
                (  
 
 )    
:
1.  :       ,  -    
  ,     
2. :       
3. :       '    ,     
     
   
:
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1.      :        , 
          
2. 
 :           
  
3.     :     '     ,   
 
4.  :       ,        
  
,  x^3 - x - 1 = 0       
 1:      
  f(x) = x^3 - x - 1    f'(x) = 3x^2 - 1 
 2:    
  , 
    f(1) = 1 - 1 - 1 = -1  f(2) = 8 - 2 - 1 = 5.  1  2 
    
       .   
    x₀ = 1.5   
 3: -   

 x_{n+1} = x_n - f(x_n) / f'(x_n)   
 1: x₁= 1.5 - (1.5^3 - 1.5 - 1) / (3(1.5)^2 - 1) = 1.5 - (0.875) / (5.75) = 1.5 - 0.152173913
= 1.347826087
 2: x₂= 1.347826087 - (1.347826087^3 - 1.347826087 - 1) / (3(1.347826087)^2 - 1) =
1.347826087 - 0.022411859 / - 741859 / 4740 = 4750 = 4750 005036087 = 1.342790000
 3: x₃= 1.342790000 - (1.342790000^3 - 1.342790000 - 1) / (3(1.342790000)^2 - 1) =
1.342790000 - 0.000069624 / - 400069624 =
4000000000000000000000000000000000000000 000015760 = 1.324774240
 4: x₄= 1.324774240 - (1.324774240^3 - 1.324774240 - 1) / (3(1.324774240)^2 - 1) =
1.324774240 - 0.000000007 / 4312407 = 432407. 000000002 = 1.324774238

             
,   1.325 
:            :
f(1.325) = 1.325^3 - 1.325 - 1 = 2.325390625 - 1.325 - 1 = 0.000390625
12
Easy2Siksha
     ,           '  
 :

   x ≈ 1.325  x^3 - x - 1 = 0         x
 1.325  ,           
 ,  
y = x^3 - x - 1    ,    
  
 x-         x-    x- 

 :            
(1 + √5) / 2 ,     ( 1.618034)   
  
    !
 :
- ,    ' -,      :
1. :  ,  ,   
 
2.  :         
  
3.  : 3D       
 
4. :           
5. :           
6.  :-          , 
          
 ,-  -       
         ,    :   ,  '
              ,

  x^3 - x - 1 = 0          
 ,      ,   
  -
  
         ,    
        ,     ,  
           
             
              
              
13
Easy2Siksha
, ,          ,  
          
 
-
3. ()      ?     ?
() -        :
x + 2y + z = 8
2x + 3y + 4z = 20
4x + 3y + 2z = 16
: a)        :
              
                ,

             
 
     ,   -   ' 
:
   
    ,  
      
 
 :
1. 2   3     $7 
2. 3   2     $8 

         :
  x       y     
 1: 2x + 3y = 7  2: 3x + 2y = 8
      ,         
   :
1.   :          
   ,         
 
     ,      
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2. -  :  , -   -
        1       
   ,            
3.   :          
  : 2x + 3y = 0 4x - y = 0
4. -  :     -   
 
  (      )
5.   :      -   
6.   :        

7.   :   , -    
   
8.   :       

,         
 
b) -         :
        : x + 2y + z = 8 2x + 3y + 4z = 20 4x + 3y + 2z = 16
-                
              
     -- :
 1:    
              
 
  (x, y, z)           
 :
| 1 2 1 | 8 | | 2 3 4 | 20 | | 4 3 2 | 16 |
 2:   
         1   ,    0s. 
     1 ,  
       
 2  2   1 : | 1 2 1 | 8 | | 0 -1 2 | 4 | | 4 3 2 | 16 |
 3  4   1 : | 1 2 1 | 8 | | 0 -1 2 | 4 | | 0 -5 -2 | -16 |
 3:   
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 
       1    ,      
0s.
 2 -1   : | 1 2 1 | 8 | | 0 1 -2 | -4 | | 0 -5 -2 | -16 |
 1  2   2 : | 1 0 5 | 16 | | 0 1 -2 | -4 | | 0 -5 -2 | -16 |
 3  5   2 : | 1 0 5 | 16 | | 0 1 -2 | -4 | | 0 0 -12 | -36 |
 4:   

       1    ,    0s.
 3 -12  : | 1 0 5 | 16 | | 0 1 -2 | -4 | | 0 0 1 | 3 |
 1  5   3 : | 1 0 0 | 1 | | 0 1 -2 | -4 | | 0 0 1 | 3 |
 2  2   3 : | 1 0 0 | 1 | | 0 1 0 | 2 | | 0 0 1 | 3 |
 5:  
               
 :
x = 1 y = 2 z = 3
             :
 1: x + 2y + z = 1 + 2(2) + 3 = 1 + 4 + 3 = 8  2: 2x + 3y + 4z = 2(1) + 3(2) +
4(3) = 2 + 6 + 12 = 20  3: 4x + 3y + 2z = 4(1) + 3(2) + 2(3) = 4 + 6 + 6 = 16
       ,      
  
   
,     -  
      
    :
-    '       '    

    :
1.    -    
2.     
3.     
      , 
     
           
   (  
 )     
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Easy2Siksha
    '   
:
1.   :
           
    ,       
2.   :     , -   
        
3.   :            
          ,  ,
         
4.    '  :-      
   ,           
       
     , -  (  )  
     :
1.  : 3D  , ,    
         - 
      
2.   :          
       ,  ,  
   ,  -        

3.   :  ,     ( 
        ) -    
        
4.   :      
          
  
5.  :    - ,   
  
  -     ,   
      
6.  :        
       
             ,
,     -        
 
17
Easy2Siksha
          , -  
      
       -   ,      
    
  ,         
         , -   
       
  
 ,           
              
       - ,   
 ,  
        ,    '  
,             
-       -     
         
4.     ?        -  ?
            :
1 2 3
3 -2 1
4 1 1
:     ?
        ,       ', 
           -   2 * 1/2 = 1,  
             
  A , 
  A^(-1)  
     A  
 , :
A * A^(-1) = A^(-1) * A = I
 I    (  ' 1s       0s)
    
    (      
 )     ,   ,      "-" 
"" 
18
Easy2Siksha
    
?
            :
1.      :      Ax = b
,  A   , x   ,  b    ,  
x 
  A^(-1)       : x = A^ (-1) .
2.  :         
     
3.  :-  ,      
     
4. :  ,          
5.  :          
  
 
      
        :
1.     :         
  
2.    (      ):  
        
3. - :          
         
4. LU   :          
        
5.   :    , -   
     
  , 
         
      :
1.    
2.    
3.    
       ' :
A = [1 2 3] [3 -2 1] [4 1 1]
19
Easy2Siksha
 1:  
 3x3     , 
       :
det(A) = a(ei - fh) - b(di - fg) + c(dh - )
: a = A[0][0], b = A[0][1], c = A[0][2] d = A[1][0], e = A[1][1] , f = A[1][2] g = A[2][0], h =
A[2][1], i = A[2][2]
  :
det(A) = 1[(-21) - (11)] - 2[(31) - (14)] + 3[(31) - (4-2)] = 1(-3) - 2(- 1) + 3(11) = -3 + 2 + 33 = 32
 ,     32 
 2:  
               ,
         
 3x3  ,     2x2          
     , (-1)^(i+j)       i  j   
  .
     :
C11 = (-1)^(1+1) * [(-21) - (11)] = 1 * (-3) = -3
C12 = (-1)^(1+2) * [(31) - (14)] = -1 * (-1) = 1
C13 = (-1)^(1+3) * [(31) - (4-2)] = 1 * 11 = 11
C21 = (-1)^(2+1) * [(21) - (31)] = -1 * (-1) = 1
C22 = (-1)^(2+2) * [(11) - (33)] = 1 * (-8) = -8
C23 = (-1)^(2+3) * [(14) - (31)] = -1 * 1 = -1
C31 = (-1)^(3+1) * [(21) - (3-2)] = 1 * 8 = 8
C32 = (-1)^(3+2) * [(11) - (32)] = -1 * (-5) = 5
C33 = (-1)^(3+3) * [(1*-2) - (2*3)] = 1 * (-8) = -8
, 
  
          :
  = [-3 1 11] [ 1 -8 -1] [ 8 5 -8]
 = [-3 1 8] [ 1 -8 5] [11 -1 -8]
 3:    
       , 
       
  :
20
Easy2Siksha
A^(-1) = (1/32) * [-3 1 8] [ 1 -8 5] [11 -1 -8]
:
A^(-1) = [-3/32 1/32 1/4 ] [ 1/32 -1/4 5/32] [11/32 -1/32 -1/4]
      
:
     , 
         
 
     ,       :
[1 2 3] [-3/32 1/32 1/4] [3 -2 1] * [ 1/32 -1/4 5/32] [4 1 1] [11/32 -1/32 - 1/4]
 
   ,       :
[1 0 0] [0 1 0] [0 0 1]
      ,          
  
  -        
        :
1.     
        ,   ,
 -    (    
  )
2.           ,      
   
3.            : (AB)^(-1) = B^(-1)A^(-
1)
4.      : (A^(-1))^(-1) = A
5.        : (A^T)^(-1) = (A^(-1))^T
6.  2x2  ,      :  A = [ab] [cd]  A^(-1) =
(1 / (ad-bc)) * [ d -b] [-ca]      
 ,   
     
7.     '  ,      
,           '   
     
   
   -       :
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1.  :3D  ,       
     ,  
 3D   ""   
,  
         ,    
     
2.  :  ,     - 
       : θ = (X^TX)^(-1) X^T y
3.  :   -  ,    
              
4.  :  ,        
  -     
5.  :    -    
  ,       
6.  :      ,     
           
7. :   ,    ,   
    
 
      (   )     
     ,         
   ,
   LU      '    
  ,     ,       
  
  , 
x   Ax = b    ,   
' A^(-1)      b         '  

   ,         
               
            , 
         

  -         
 
     -  ,  ,    
   - 3x3       
  :
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Easy2Siksha
[1 2 3] [3 -2 1] [4 1 1]

 :
[-3/32 1/32 1/4] [ 1/32 -1/4 5/32] [11/32 -1/32 -1/4]
                 
             
      
 ,  , ,      
               
           , 
  -          
 
-
5. ()     ,      
(b)      , f(7.5) 

1
2
3
4
5
6
7
8
F(x)
1
8
27
64
125
216
343
512
:(a)   :
   ,   ,       
 
:
 -             
  '     ,  
       
        .
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    :    
    9:00   20°C  
 11:00   24°C         10:00    ,  
      22          - 

-          
  :
1.   :       
2.  :     
3.  :       
4. : -         

:
 -            -
          -    
    :  
      3     5
  ,  
         5   ,
  
   
      
  :
1.    
2.   
3.  :         
4.  :      
     :
1.   :
o : -         
 
o : -         
 
2. :
o :   '   
     -
 '  
o :  ,   '  
-    
, 
       
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Easy2Siksha
3. :
o :     
o :   '      

4. :
o :            
 
o :           
   
5. :
o :     -     
o :       -     
  
         , 
        
()     f(7.5)  :
        :
 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 F(x) | 1 | 8 | 27 | 64 |  | 216 | 343 | 512
f(7.5)  ,        
 7.5     
 : 7  8
  -- :
 1: -  -      x = 7  x = 8    
  , 
 7.5      
x = 7 , f(x) = 343 x = 8 , f(x) = 512
 2:       , 
  
 ,              
      
 3:          :
f(x) = f(x1) + (x - x1) * (f(x2) - f(x1)) / (x2 - x1)
: x     
    (   7.5) x1    x-
  (7) x2  x-  (8) f(x1) x1 (343) '    ) f(x2) x2 (512) ' 
 
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   :
f(7.5) = 343 + (7.5 - 7) * (512 - 343) / (8 - 7) = 343 + 0.5 * (169) / 1 = 343 + 0.5 * 169 = 343 +
84.5 = 427.5
 , f(7.5)    427.5 
  :      
       
     ,     x = 7.5   427.5   y-
( f(x) )  .
              :
 :     , 
        f(x)
     :
1  8: 7 8  27: 19 27  64: 37 64  125: 61 125  216: 91 216  343: 127 343  512: 169

       ,         :
7, 19, 37, 61, 91, 127, 169
    : 12, 18, 24, 30, 36, 42
     : 6
      f(x) = x^3 (x cubed)   :
1^3 = 1 2^3 = 8 3^3 = 27 4^3 = 64 5^3 = 125 6^3 = 216 7^3 = 343 8^3 = 512
,  f(x) = x^3         !
  
   , 
 f(7.5)     :
f(7.5) = 7.5^3 = 421.875
    427.5   ,     
   
?
    
          ,  
      (  ,   )    
   ,            ,  
        
  
  
    :
  x^3         ,  (7, 343)  (8, 512) 
              ' 
  ' x = 7.5 '    ,         
 ,      (427.5)   (421.875)    
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      
 :     
     '   :
1.     (   )
2. -    (    '    )
3.      (, , , )
  -  , 
  
     
    ,     
 - 
       
 
       '  :
1.  :   ,      
  ,  
     ,   
             
    
2.  : 
         , 
 ,   '    -    
    
 
3.  :         
      ,   ,  
 '    ,       '  
     
4. :  ,          
              


5. :    '      '  
 '            

      '   :
 
 -        ,  
 
     '      
             , 
    ,       ,

      
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   ,   f(9)   ,      
  
      
 ,      f(9) 9^3
= 729    ,        , 
 
  
   -       .
                
        :
1.  :          
             
       
2.  : -        
 '   
         
        
3. Lagrange :            
      '         '
   
4.      :     
  ,        '    
       , 
   ,   
 '   
 ,          
   -        -   
              ,  
   -  -      

,               

     '      ,   '  
             
 '    , 
        -    
 ,   -      
 
   , 
f(7.5) 427.5       
   
      f(x) = x^3 ,   f(7.5)  
 421.875            -
            
 
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      ,      -
     ,        
   
6. (a) n = 4            

:,    
       :
∫_0^5x/(1+x^4 )
  1/(1+x^4)  0  5    
               
                  
  '     
      
 

   
     '    :
1.    n  -  
2.  -    '     
3.  -          
4.            
Trapezoidal    :
∫_a^bf(x)dx ≈ (h/2)[f(x₀) + 2f(x₁) + 2f(x₂) + ... + 2f(xₙ₋₁) + f(xₙ)]
:
a     
b     
n -   
h = (ba)/n  -   
x₀, x₁, ..., xₙ  [a,b] n       
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,      '  :

0  5     ,  a = 0  b = 5  n = 4 -  
    
 1:hh = (ba)/n = (5-0)/4 = 5/4 = 1.25   
 2:x      [0, 5] 4      : x₀ = 0 x₁
= 1.25 x₂ = 2.5 x₃ = 3.75 x₄ = 5
 3:  x   f(x)      f(x) = 1/(1+x^4) 
f(x₀) = f(0) = 1/(1+0^4) = 1 f(x₁) = f(1.25) = 1/(1+1.25^4) ≈ 0.6097561 f(x₂) = f(2.5 ) =
1/(1+2.5^4) ≈ 0.0609756 f(x₃) = f(3.75) = 1/(1+3.75^4) ≈ 0.0125313 f(x₄) = f(5) = 1/(1+5) ^4) ≈
0.0015625
 4:   ∫_0^5x/(1+x^4 ) ≈ (h/2)[f(x₀) + 2f(x₁) + 2f(x₂) + 2f(x₃) +
f(x₄)   ]
  :
≈ (1.25/2)[1 + 2(0.6097561) + 2(0.0609756) + 2(0.0125313) + 0.0015625]
≈ 0.625[1 + 1.2195122 + 0.1219512 + 0.0250626 + 0.0015625]
≈ 0.625[2.3680885]
≈ 1.4800553125
 , 4 -            
 1.4801 
,          
  :
1.  
?      , 
  
                

 
2.  
?  
 -  ,      
  
            - 
   '         ,    -
   
3.    
?         
         '     , 
  
 -    -         
             
4. 
  2  
  ?  x  (  
 )      -        ,   
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            2   
 
5.     ?       '   :
a) -   (n):   ',   n       b)
  :      ,      
        ,      
  , n = 4  , 
      ,     
  
     ,  
n 8, 16,         
6.     
?Trapezoidal    
: a)  
      b)        
  '       c)   
        
7.        ?    
        : a)   (  ):
      '     b)   :   
   
            c)
 :              
 
8.   ?     ,     : a)
             b)  
   -    ,     '   
 c)        
 
9.   
        ?  
, 
1/(1+x^4)             x 
      x = 0   ,   x    '  
       x = 0          
  ,   x         
10.     ?     ( 1.4801) x = 0  x = 5
 1/(1+x^4)      
    ,   
     
 ,         
11. 
       ?     , 
:
a)     (    )      
      b) n         c)
             
 
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12.    
       ?    
   ,           
          ' 
  
13.       ?    
    : a)   : 
     
   ,         b)  :
         c)  :   n    

 ,          
14.      
?   
  ,       
: a) 
          
'  
   b)         
  c)         
 
15.  -       ? 
     -     : a) 
:           b) :
       c) : -    
    d) :       
 ,           
         
  ,     
            
    
       , 
  -   
       
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(b) n = 10     1/3      


() ,       1/3     
 
 :
  1/3           
     ""     
    
         
     
           ,     
  
  1/3                
              
              
,  
   
  :
∫_0^5x/(4x+5)
    
 y = 1/(4x+5)   x = 0  x = 5       

     n = 10        1/3  , n -
   
    
      
     1/3  , n       
       ' :
 1:  -    
   (0  5 ) 10  -       , 
  :
h = (b - a) / n  b   (5), a   (0),  n - (10)   
h = (5 - 0) / 10 = 0.5
   -   0.5 
 2:    x-   
  11    ( 10 -   )    
:
x0 = 0 x1 = 0.5 x2 = 1.0 x3 = 1.5 x4 = 2.0 x5 = 2.5 x6 = 3.0 x7 = 3.5 x8 = 4.0 x9 = 4.5 x10 = 5.0
33
Easy2Siksha
 3:   y-   
     x-  y = 1/(4x+5)     :
y0 = 1/(4(0)+5) = 1/5 = 0.2000000
y1 = 1/(4(0.5)+5) = 1/7 ≈ 0.1428571
y2 = 1/(4(1.0)+5) = 1/9 ≈ 0.1111111
y3 = 1/(4(1.5)+5) = 1/11 ≈ 0.0909091
y4 = 1/(4(2.0)+5) = 1/13 ≈ 0.0769231
y5 = 1/(4(2.5)+5) = 1/15 ≈ 0.0666667
y6 = 1/(4(3.0)+5) = 1/17 ≈ 0.0588235
y7 = 1/(4(3.5)+5) = 1/19 ≈ 0.0526316
y8 = 1/(4(4.0)+5) = 1/21 ≈ 0.0476190
y9 = 1/(4(4.5)+5) = 1/23 ≈ 0.0434783
y10 = 1/(4(5.0)+5) = 1/25 = 0.0400000
 4:  1/3    
  1/3    :
∫_a^bf(x)dx ≈ (h/3) * [y0 + 4(y1 + y3 + y5 + y7 + y9) + 2(y2 + y4 + y6 + y8) + y10]
   :
(0.5/3) * [0.2000000 + 4(0.1428571 + 0.0909091 + 0.0666667 + 0.0526316 + 0.0434783) +
2(0.1111111 + 0.07620503 + 0.076503) + + 0.0400000]
 5:  
   :
0.5/3 = 0.1666667
y1, y3, y5, y7, y9  : 0.1428571 + 0.0909091 + 0.0666667 + 0.0526316 + 0.0434783 =
0.3965428 4: 8175   
y2, y4, y6, y8  : 0.1111111 + 0.0769231 + 0.0588235 + 0.0476190 = 0.2944767 2 
 : 0.5889534
    : 0.2000000 + 1.5861712 + 0.5889534 + 0.0400000 = 2.4151246
 , 0.1666667: 2.4151246 * 0.1666667 ≈ 0.4025208   
 ,      0.4025208 
34
Easy2Siksha
         ,       
:
 ∫_0^5x/(4x+5)  y = 1/(4x+5)   x = 0  x = 5    
 
  
      0.4025208   
   ,     y = 1/(4x+5)     
 
x = 0  x = 5 '  , x-        
,      0.4025208   
         .    ,  

  '   ,        ,   1/3
   '      ,   '  
-  
       (  , 10)
      , 
       
          :
(1/4) * ln((45 + 5)/(40 + 5)) ≈ 0.4054651
  (0.4025208)  0.7%    ,        
 1/3    
  -  10 -  , 
  
        
     , 
-       ,
 
n = 10   n = 100    ,          

     
  1/3       
 
    -  , 
   
    '  
   ,       (
 ) '      ,    .
  1/3       :
1. :    '         
,   '     
2. :       ,    
   
3. :           
,      :
1. -   :   -      
,       
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2.  : ,        
      ,       
3. :    ,      ,  
 
      '     
 ,      
 :
1.  :  
   
    
       ,        
     
2. : -   , 
  , 
        
3.   :       
    
 ,       
 
4.   :   
     ,  , 
  '          
      
5.    :-    , 

       ,     

    , 
      ' 
  :
1.    ,       
2.           
3.          ' -  
   
4. -     , ,     
 
 ,       ,   -
-            
     ,         ,  
      ,   
      
    

 
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Easy2Siksha
 , 
 0.4025208     ,  ∫_0^5x/(4x+5) 
     1/3          -
  ,   '    ,     
      x = 0  x = 5   y = 1/(4x+5)     
             

           '  ,   
     
-
7. ()   ?   -   ?
(b)            :

25
27
31
35
36
3
2
4
1
2
: a)   ?   -   ?
  ,  
            
             ,
            (    )  
 
         ,  
    
 :
 : 85, 87, 90, 88, 85  : 60, 75, 90, 100, 85
    ()  87      ,       
               
  -    :
1. :                  
   
2.   (IQR):  50%       75
 (Q3)  25  (Q1)   
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3. :              
,       
4.  :               
    
        
5.    (MAD):         
 
6.  :       ,   
    -         
   
          -     
 ,              
             '
   
             
  
(b)           :
      :
X () | F () 25 | 3 27 | 2 31 | 4 35 | 1 36 | 2
  (N) = 3 + 2 + 4 + 1 + 2 = 12
 1:  ()   
    , 
       , 
  ,      
(25 × 3) + (27 × 2) + (31 × 4) + (35 × 1) + (36 × 2) = 75 + 54 + 124 + 35 + 72 = 360
 = 360 ÷ 12 = 30
 2:     
             
 
  :
1.     (30)   
2.      .
3.        
4.   
5.    
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  -- :
 | F | |X -  | | F × |X - | 25 | 3 | |25 - 30| = 5 | 3 × 5 = 15 27 | 2 | |27 - 30| =
3 | 2 × 3 = 6 31 | 4 | |31 - 30| = 1 | 4 × 1 = 4 35 | 1 | |35 - 30| = 5 | 1 × 5 = 5 36 | 2 | |36 -
30| = 6 | 2 × 6 = 12
F × |X - |   = 15 + 6 + 4 + 5 + 12 = 42
  = 42 ÷ 12 = 3.5
 ,   3.5 
 3:     
            
 
  :
1.       
2.     
3.         
4.   
5.    
6.     
  -- :
 | F | (X - )² | F × (X - )² 25 | 3 | (25 - 30)² = 25 | 3 × 25 = 75 27 | 2 | (27 -
30)² = 9 | 2 × 9 = 18 31 | 4 | (31 - 30)² = 1 | 4 × 1 = 4 35 | 1 | (35 - 30)² = 25 | 1 × 25 = 25 36 |
2 | (36 - 30)² = 36 | 2 × 36 = 72
F × (X - )² = 75 + 18 + 4 + 25 + 72 = 194  
 = 194 ÷ 12 = 16.1667
  = √16.1667 ≈ 4.0207
 ,    4.02 (    ) 
,      :
1.   (3.5):    , ,     3.5 
               
  
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2.   (4.02): 
  , ,     
4.02           
  
     (      )
           :
1.               
  
         ,      

        
2.             ,   
          ,  
     
       
3.                 
       ,     
4.      ,      
,    ,  68%       , 95% 
   ,  99.7%      
 
5.   ,          (
      ),   (    ),
   (   ),     

                 
 ,           (   
)            ,     30
    4.02 ,           
   :
30       
3.5       , ,  30  3.5     
4.02            ,   
              
  
   
      ,    
        , 
      
        '      
 ,            
              
 ,                
40
Easy2Siksha
        , 
    
     ,        ,   
          
8.   ' :
(a) 
() 
(c) 
: () 
     ,           
               
:              ,   
         
   :
1.  :                  
        , 
  ( ) 
 (   )  
2.   
:             
   
3.    :          
,         
     
   
4.    -:   ,      
   
 
  :
  , 
           
()         , 
    
           
:      10 -        

    :
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Easy2Siksha
2, 1, 3, 2, 0, 2, 1, 4, 2, 3
  , 
     : 0    1  1   
2  2    4  3    2  4    1 
        2 ,      2 
  :
1.  :    ""          , 
        
2.  : -  (  , ,  ) ,   
       
3.  :  ,   '    ,     
""        
4.  :        ,    
,        
 
  :
1. :    ,   '   , 
   
        
2.  :     ,           
  
3.  :   (   ) ,      
        
  
     ,      
:
1.  :       ,      
             
  
2.  :  ,      
     ,   '   
3.    :        , 
 
'         
4.  :     ,     
      
42
Easy2Siksha
() 
              ,   '  
"" '               
   ,              
:                 
 '             
  
   :
1.    :            
(    " "    )
2.  :      3     , 
  " "    ,     3  
,    0      
3.    :    
 ""          
 ,          ""
          
,    
4.  :   '        
 
  :
1. :        
  ( 
0)
2. :            
    ,   
3. :             
   ,   
  :
           n     , 
        :
 = [n(n+1) / ((n-1)(n-2)(n-3))] * Σ[(x_i - x
)^4 / s^4] - [3(n-1) )^2 / ((n-2)(n-3))]
: x_i    x
  s    Σ     
 
    (  = 0)  
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  :
1.    ():
o    
o   ( )
o :   -,   
2.    ():
o  
o   ( )
o :  ,  
3.    ():
o    
o :  
  :
1.   :          
          
2.   :  ,        ,
         
3.  :  ,        
                
4.  :         
        
5.  :         ,  
       
  :
1.    :      
 ,         
2.   :         

 
3. :             
        
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     ,      :
1.   :  ,     
        
2.  :         '
        
3.  :            
    '      
4.    :     ,    
           
(c) 
         ,    
             
            
:         (    
  )         (     
    )        
   :
1.  :     '      -
            
2.   :           
        
3.  :     ,    , 
,  ,     
4. s:        '   ,
  ,   , ,  -  
  :
1.   :
o          
o       
o : Y = β0 + β1X + ε  Y   , X   , β0 y-
 , β1  ,  ε   
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2.   :
o          
o : Y = β0 + β1X1 + β2X2 + ... + βnXn + ε  X1, X2, ..., Xn 
 
3.  :
o        -  
o          
o  : Y = β0 + β1X + β2X^2 + ε
4.  :
o       
o               
( , /
, /)
o          
5.     :
o           
 
o  (   )   

6.   :
o             
o , ,   -   
   :
1.  :          
2.  :   ,    ,    
3.   :      ,    
4.   :        '     
5.  :          
    
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6.  :             R-
,   , 
7.  :     
    
( , , -  )
8. :          
   
9. -:   '       
   :
1. :      -    
  
 ,     
2. :           
3. R-:         
 
 ,           
4. :         
5. -:           
 ,        
6. :            
 ,     '    
7. :           
 
  :
1. :  ( ,   ,   ) 
       
2. :     ( ,    
   )
3.  :         
  '  
4.  :          
5.  :       
6.   :      -     
   
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  :
1.   :        ' 
 ,  -     
 
2.   :           '
 
 

3.  :         
 
  
4.    :      ' 
  ,     
5.   :         
           
     ,      :
1.  :       '  
 
2.  :            
        
3. -  :        
     
4.  : IoT    ,     '
          
5. A/B :          -
           
6.   :  NLP ,    ,  
     
 ,, ,          ,
                 ,
          ,   
            
,  ,            
   , 
    
:      Ai      ( )      
         , 
  '        
