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MovieMetR
Predicting the prospects
of movies
What	
  do	
  I	
  watch?	
  
A	
  Documentary?	
  
A	
  Drama?	
  
Which	
  one??	
  
Comedy?	
  
Which	
  is	
  good????	
  
Which	
  is	
  a	
  waste	
  of	
  
money??????	
  
•  Data	
  
manipula;on:	
  
Pandas	
  
•  Machine	
  Learning:	
  
scikit-­‐learn	
  
•  Storing	
  Data:	
  
SQLite	
  
•  Data	
  scraping	
  from	
  
raw	
  HTML	
  
•  Beau;fulSoup	
  and	
  
Regular	
  expressions	
  
•  Using	
  RoJen	
  Tomato	
  
API	
  
•  CSS/HTML:	
  
Bootstrap	
  
•  Visualiza;on:	
  D3.js	
  
•  Querying	
  Data:	
  
SQLite	
  
•  Python	
  to	
  HTML:	
  
Flask	
  
Procedure	
  
•  Training	
  Set:	
  Movies	
  from	
  2013	
  
•  Features	
  
– Actors,	
  Director	
  
– Genre,	
  Distributor,	
  Release	
  Dates	
  (Major	
  
Holidays?)	
  
•  Issues:	
  	
  
– Curse	
  of	
  Dimensionality!	
  
– Scaling	
  
•  Linear	
  Regression	
  with	
  L2	
  Regulariza;on	
  
How	
  does	
  the	
  site	
  look	
  like?	
  
Comparing	
  our	
  
ra;ngs	
  with	
  
RoJentomato	
  
User	
  Ra;ngs	
  
See	
  the	
  app	
  at:	
  
hJp://moviemetr.herokuapp.com	
  	
  
Source	
  code	
  at:	
  
hJps://github.com/souravc83/
MovieMetR	
  	
  
What	
  do	
  I	
  watch?	
  
A	
  Documentary?	
  
A	
  Drama?	
  
Which	
  one??	
  
Comedy?	
  
I	
  can	
  chew	
  on	
  those	
  
numbers	
  and	
  spit	
  
out	
  a	
  decision.	
  J	
  
1.4	
  
30.2	
   24.2	
  
25.3	
  
And	
  Finally:	
  ProTip	
  

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About_Moviemetr

  • 2. What  do  I  watch?   A  Documentary?   A  Drama?   Which  one??   Comedy?   Which  is  good????   Which  is  a  waste  of   money??????  
  • 3. •  Data   manipula;on:   Pandas   •  Machine  Learning:   scikit-­‐learn   •  Storing  Data:   SQLite   •  Data  scraping  from   raw  HTML   •  Beau;fulSoup  and   Regular  expressions   •  Using  RoJen  Tomato   API   •  CSS/HTML:   Bootstrap   •  Visualiza;on:  D3.js   •  Querying  Data:   SQLite   •  Python  to  HTML:   Flask  
  • 4. Procedure   •  Training  Set:  Movies  from  2013   •  Features   – Actors,  Director   – Genre,  Distributor,  Release  Dates  (Major   Holidays?)   •  Issues:     – Curse  of  Dimensionality!   – Scaling   •  Linear  Regression  with  L2  Regulariza;on  
  • 5. How  does  the  site  look  like?   Comparing  our   ra;ngs  with   RoJentomato   User  Ra;ngs   See  the  app  at:   hJp://moviemetr.herokuapp.com     Source  code  at:   hJps://github.com/souravc83/ MovieMetR    
  • 6. What  do  I  watch?   A  Documentary?   A  Drama?   Which  one??   Comedy?   I  can  chew  on  those   numbers  and  spit   out  a  decision.  J   1.4   30.2   24.2   25.3