Data mining videos

 Video Chapter 1



 Video Chapter 2



 Video Chapter 3

https://youtu.be/sfSYKxEV6gs?list=PLY6FvZJ1faR35u8haZZ_O9pcojoH3ASTa

Preprocessing 1 Introduction


https://youtu.be/OViM-JooYrA?list=PLY6FvZJ1faR35u8haZZ_O9pcojoH3ASTa

Data Preprocessing 2 Data Cleaning


https://youtu.be/KCGO3iIl0oM?list=PLY6FvZJ1faR35u8haZZ_O9pcojoH3ASTa

Preprocessing 3 Noisy Data


https://youtu.be/hohP6JYDiOo?list=PLY6FvZJ1faR35u8haZZ_O9pcojoH3ASTa

Preprocessing 4 Binning Equal Width


https://youtu.be/laTgDBgzaDY?list=PLY6FvZJ1faR35u8haZZ_O9pcojoH3ASTa

Preprocessing 5 : Data Reduction


 Video Chapter 4


https://youtu.be/w15ieNCCFIY

Decision Tree 1 Introduction


https://youtu.be/ZbTV0dRIN00

Decision Tree 2 Classification Methods


https://youtu.be/J-_JLgnPMEg

Decision Tree 3 Understanding Data for Classification


https://youtu.be/pw2fxvKLSdI

Decision Tree 4 _ Supervised VS Unsupervised Learning


https://youtu.be/5hKlqU1Rv7o

Decision Tree 5 Classification Example


https://youtu.be/xwgZD87uWMs

Decision Tree 6 Classification Two Step Process Model Construction


https://youtu.be/plVCiFefXCk

Decision Tree 7 Classification Two Step Process Model Usage


https://youtu.be/5kgNXIcVywM

Decision Tree 8 Example of Decision Tree


https://youtu.be/RPIslbnJMqY

Decision Tree 9 Apply Model to Test Data


https://youtu.be/8rr8aRz0wL0

Decision Tree 10 Information Gain


https://youtu.be/2dKrlGZ_tWA

DT Extra 3


 Video Chapter 5

https://youtu.be/1-DhjghpbvQ?list=PLln5fcqJMy00gLLEDGH1Y6nKnQgJlqEAH

PART 1 - Topic 5: Model Evaluation (ITS665/ISP665 Data Mining)


https://youtu.be/HN8u4eFPIos?list=PLln5fcqJMy00gLLEDGH1Y6nKnQgJlqEAH

Part 2 - Topic 5: Model Evaluation (ITS665/ISP565 Data Mining)


https://youtu.be/WwAF0O7fqhc?list=PLln5fcqJMy00gLLEDGH1Y6nKnQgJlqEAH

Part 3 - Topic 5: Model Evaluation (ITS665/ISP565 Data Mining)


https://youtu.be/ij5nHAJnym4?list=PLln5fcqJMy00gLLEDGH1Y6nKnQgJlqEAH

Part 4 Topic 5: Model Evaluation (ITS665/ISP565 Data Mining)


https://youtu.be/B3mapbYR95M?list=PLln5fcqJMy00gLLEDGH1Y6nKnQgJlqEAH

Part 5 - Topic 5: Model Evaluation (ITS665/ ISP565 Data Mining)


https://youtu.be/T7st-XhSgrk?list=PLln5fcqJMy00gLLEDGH1Y6nKnQgJlqEAH

Part 6 - Topic 5: Model Evaluation (ITS665/ISP565 Data Mining)


https://www.youtube.com/watch?v=7062skdX05Y

What is Cross Validation and its types?


 Video Chapter 6


https://youtu.be/G0w1L-CPApk?list=PLln5fcqJMy00gLLEDGH1Y6nKnQgJlqEAH

P1 Topic 6: Cluster Analysis Part 2


https://youtu.be/gOOsAAq2eOY?list=PLln5fcqJMy00gLLEDGH1Y6nKnQgJlqEAH

P2-Topic 6: Cluster Analysis (Part2)


https://youtu.be/Rwg507BpGTI?list=PLln5fcqJMy00gLLEDGH1Y6nKnQgJlqEAH

P3- Topic 6: Cluster Analysis (Part2)


https://youtu.be/u_0tsAnkgsc?list=PLln5fcqJMy00gLLEDGH1Y6nKnQgJlqEAH

P4- Topic 6 : Cluster Analysis (Part2)


 Video Chapter 7


 Video Chapter 8