SAP实用数据科学(影印版)

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< d i v > P r e f a c e < b r / > 1 � � � I n t r o d u c t i o n < b r / > T e l l i n g B e t t e r S t o r i e s w i t h D a t a < b r / > A Q u i c k L o o k � � � D a t a S c i e n c e f o r S A P P r o f e s s i o n a l s < b r / > A Q u i c k L o o k � � � S A P B a s i c s f o r D a t a S c i e n t i s t s < b r / > G e t t i n g D a t a O u t o f S A P < b r / > R o l e s a n d R e s p o n s i b i l i t i e s < b r / > S u m m a r y < b r / > < b r / > 2 � � � D a t a S c i e n c e f o r S A P P r o f e s s i o n a l s < b r / > M a c h i n e L e a r n i n g < b r / > S u p e r v i s e d M a c h i n e L e a r n i n g < b r / > U n s u p e r v i s e d M a c h i n e L e a r n i n g < b r / > S e m i - S u p e r v i s e d M a c h i n e L e a r n i n g < b r / > R e i n f o r c e m e n t M a c l ' r i n e L e a r n i n g < b r / > N e u r a l N e t w o r k s < b r / > S u m m a r y < b r / > < b r / > 3 � � � S A P f o r D a t a S c i e n t i s t s < b r / > G e t t i n g S t a r t e d w i t h S A P < b r / > T h e A B A P D a t a D i c t i o n a r y < b r / > T a b l e s < b r / > S t r u c t u r e s < b r / > D a t a E l e m e n t s a n d D o m a i n s < b r / > W h e r e - U s e d < b r / > A B A P Q u i c k V i e w e r < b r / > S E 1 6 E x p o r t < b r / > O D a t a S e r v i c e s < b r / > C o r e D a t a S e r v i c e s < b r / > S u m m a r y < b r / > < b r / > 4 � � � E x p l o r a t o r y D a t a A n a l y s i s w i t h R < b r / > T h e F o u r P h a s e s o f E D A < b r / > P h a s e 1 � � � C o l l e c t i n g O u r D a t a < b r / > I m p o r t i n g w i t h R < b r / > P h a s e 2 � � � C l e a n i n g O u r D a t a < b r / > N u l l R e m o v a l < b r / > B i n a r y I n d i c a t o r s < b r / > R e m o v i n g E x t r a n e o u s C o l u m n s < b r / > W h i t e s p a c e < b r / > N u m b e r s < b r / > P h a s e 3 � � � A n a l y z i n g O u r D a t a < b r / > D a t a E x p l o r e r < b r / > D i s c r e t e F e a t u r e s < b r / > C o n t i n u o u s F e a t u r e s < b r / > P h a s e 4 � � � M o d e l i n g O u r D a t a < b r / > T e n s o r F l o w a n d K e r a s < b r / > T r a i n i n g a n d T e s t i n g S p l i t < b r / > S h a p i n g a n d O n e - H o t E n c o d i n g < b r / > R e c i p e s < b r / > P r e p a r i n g D a t a f o r t h e N e u r a l N e t w o r k < b r / > R e s u l t s < b r / > S u m m a r y < b r / > < b r / > 5 � � � A n o m a l y D e t e c t i o n w i t h R a n d P y t h o n < b r / > T y p e s o f A n o m a l i e s < b r / > T o o l s i n R < b r / > A n o m a l y D e t e c t i o n < b r / > A n o m a l i z e < b r / > G e t t i n g t h e D a t a < b r / > S A P E C C S y s t e m < b r / > S A P N e t W e a v e r G a t e w a y < b r / > S Q L S e r v e r < b r / > F i n d i n g A n o m a l i e s < b r / > P o w e r B I a n d R < b r / > P o w e r B I a n d P y t h o n < b r / > S u m m a r y < b r / > < b r / > 6 � � � P r e d i c t i v e A n a l y t i c s i n R a n d P y t h o n < b r / > P r e d i c t i n g S a l e s i n R < b r / > S t e p 1 � � � I d e n t i f y D a t a < b r / > S t e p 2 � � � G a t h e r D a t a < b r / > S t e p 3 � � � E x p l o r e D a t a < b r / > S t e p 4 � � � M o d e l D a t a < b r / > S t e p 5 � � � E v a l u a t e M o d e l < b r / > P r e d i c t i n g S a l e s i n P y t h o n < b r / > S t e p 1 � � � I d e n t i f y D a t a < b r / > S t e p 2 � � � G a t h e r D a t a < b r / > S t e p 3 � � � E x p l o r e D a t a < b r / > S t e p 4 � � � M o d e l D a t a < b r / > S t e p 5 � � � E v a l u a t e M o d e l < b r / > S u m m a r y < b r / > < b r / > 7 � � � C l u s t e r i n g a n d S e g m e n t a t i o n i n R < b r / > U n d e r s t a n d i n g C l u s t e r i n g a n d S e g m e n t a t i o n < b r / > R F M < b r / > P a r e t o P r i n c i p l e < b r / > k - M e a n s < b r / > k - M e d o i d < b r / > H i e r a r c h i c a l C l u s t e r i n g < b r / > T i m e - S e r i e s C l u s t e r i n g < b r / > S t e p 1 � � � C o l l e c t i n g t h e D a t a < b r / > S t e p 2 � � � C l e a n i n g t h e D a t a < b r / > S t e p 3 � � � A n a l y z i n g t h e D a t a < b r / > R e v i s i t i n g t h e P a r e t o P r i n c i p l e < b r / > F i n d i n g O p t i m a l C l u s t e r s < b r / > k - M e a n s C l u s t e r i n g < b r / > k - M e d o i d C l u s t e r i n g < b r / > H i e r a r c h i c a l C l u s t e r i n g < b r / > M a n u a l R F M < b r / > S t e p 4 � � � R e p o r t t h e F i n d i n g s < b r / > R M a r k d o w n C o d e < b r / > R M a r k d o w n K n i t < b r / > S u m m a r y < b r / > < b r / > 8 � � � A s s o c i a t i o n R u l e M i n i n g < b r / > U n d e r s t a n d i n g A s s o c i a t i o n R u l e M i n i n g < b r / > S u p p o r t < b r / > C o n f i d e n c e < b r / > L i f t < b r / > A p r i o r i A l g o r i t h m < b r / > O p e r a t i o n a l i z a t i o n O v e r v i e w < b r / > C o l l e c t i n g t h e D a t a < b r / > C l e a n i n g t h e D a t a < b r / > A n a l y z i n g t h e D a t a < b r / > F i o r i < b r / > S u m m a r y < b r / > 9 � � � N a t u r a l L a n g u a g e P r o c e s s i n g w i t h t h e G o o g l e C l o u d N a t u r a l L a n g u a g e A P I < b r / > U n d e r s t a n d i n g N a t u r a l L a n g u a g e P r o c e s s i n g < b r / > S e n t i m e n t A n a l y s i s < b r / > T r a n s l a t i o n < b r / > P r e p a r i n g t h e C l o u d A P I < b r / > C o l l e c t i n g t h e D a t a < b r / > A n a l y z i n g t h e D a t a < b r / > S u m m a r y < b r / > < b r / > 1 0 � � � C o n c l u s i o n < b r / > O r i g i n a l M i s s i o n < b r / > R e c a p < b r / > C h a p t e r 1 � � � I n t r o d u c t i o n < b r / > C h a p t e r 2 � � � D a t a S c i e n c e f o r S A P P r o f e s s i o n a l s < b r / > C h a p t e r 3 � � � S A P f o r D a t a S c i e n t i s t s < b r / > C h a p t e r 4 � � � E x p l o r a t o r y D a t a A n a l y s i s < b r / > C h a p t e r 5 � � � A n o m a l y D e t e c t i o n w i t h R a n d P y t h o n < b r / > C h a p t e r 6 � � � P r e d i c t i o n w i t h R < b r / > C h a p t e r 7 � � � C l u s t e r i n g a n d S e g m e n t a t i o n i n R < b r / > C h a p t e r 8 � � � A s s o c i a t i o n R u l e M i n i n g < b r / > C h a p t e r 9 � � � N a t u r a l L a n g u a g e P r o c e s s i n g w i t h t h e G o o g l e C l o u d N a t u r a l < b r / > L a n g u a g e A P I < b r / > T i p s a n d R e c o m m e n d a t i o n s < b r / > B e C r e a t i v e < b r / > B e P r a c t i c a l < b r / > E n j o y t h e R i d e < b r / > S t a y i n T o u c h < b r / > I n d e x & n b s p ; & n b s p ; < / d i v >

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