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Notes/References for Masters

These are the materials I used for some of the courses I studied at MTech. Links are given against specific topics.

Information Retrieval

  1. Term Document Matrix - https://www.youtube.com/watch?v=9Ib0SQkQmNA
  2. Positional Index - https://www.youtube.com/watch?v=QVVvx_Csd2I
  3. Order of processing - https://web.stanford.edu/class/cs276/handouts/lecture1-intro-handout-1-per.pdf
  4. Boolean Retrieval Model - https://www.youtube.com/watch?v=TIN_02pJU-Y&index=6&list=PLaZQkZp6WhWwoDuD6pQCmgVyDbUWl_ZUi&t=0s
  5. Permuterm Index - https://www.youtube.com/watch?v=j789k96g5aQ&index=4&list=PLPIRGCawmSHwdyQ5Ss_qqafUu02lL0Kl9&t=0s
  6. Naive Bayes Classifier - https://www.youtube.com/watch?v=RixQygYyDKI
  7. Information Retrieval courses - https://www.youtube.com/playlist?list=PL0ZVw5-GryEkGAQT7lX7oIHqyDPeUyOMQ https://www.youtube.com/playlist?list=PLaZQkZp6WhWwoDuD6pQCmgVyDbUWl_ZUi
  8. Bray curtis - http://www.econ.upf.edu/~michael/stanford/maeb5.pdf
  9. Pearson's - https://www.youtube.com/watch?v=2SCg8Kuh0tE
  10. Levenschtein - https://www.youtube.com/watch?v=We3YDTzNXEk
  11. Soundex - https://www.youtube.com/watch?v=zb_XUPe0oMk
  12. SVD - https://www.youtube.com/watch?v=Ls2TgGFfZnU

Distributed Computing

  1. Logical Clock - https://www.youtube.com/watch?v=lzn6AUBHmxw&index=12&list=PL0s3O6GgLL5eEC3Ej6odS3TugjgdsYOr9
  2. Vector Clock - https://www.youtube.com/watch?v=jD4ECsieFbE
  3. Spanning Tree - https://www.youtube.com/watch?v=WnBWYW4nQEk

Advanced Data Mining

  1. Kmeans - https://www.youtube.com/watch?v=YWgcKSa_2ag
  2. Association rule - https://www.youtube.com/watch?v=RiFrbyiYpRs
  3. Apriori algorithm - https://www.youtube.com/watch?v=l7n4K12EjY0
  4. FP Tree - https://www.youtube.com/watch?v=y8iHL6vKgIo

Network Programming

  1. Socket Programming - https://www.youtube.com/watch?v=eVYsIolL2gE
  2. User & Kernel Mode - https://www.youtube.com/watch?v=czaRiO6Ybw8
  3. Command interpreter - https://www.youtube.com/watch?v=hi1eLQVr3ZY
  4. System call vs function call - https://stackoverflow.com/questions/2668747/system-call-vs-function-call
  5. Why to close a pipe - https://stackoverflow.com/questions/19265191/why-should-you-close-a-pipe-in-linux
  6. Same inode no. for multiple files - https://www.usna.edu/Users/cs/aviv/classes/ic221/s16/lec/21/lec.html
  7. FIFO vs message queue - https://www.quora.com/What-is-the-difference-between-message-queue-and-pipes
  8. Real & Effective user ID - https://stackoverflow.com/questions/32455684/difference-between-real-user-id-effective-user-id-and-saved-user-id
  9. TCP Timeline diagram - http://www.masterraghu.com/subjects/np/introduction/unix_network_programming_v1.3/ch02lev1sec6.html - http://www.cs.northwestern.edu/~agupta/cs340/project2/TCPIP_State_Transition_Diagram.pdf - https://www.youtube.com/watch?v=wQ4_N73duO0
  10. Inode Table - https://www.slashroot.in/inode-and-its-structure-linux
  11. IO Models in Unix - https://notes.shichao.io/unp/ch6/
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