Section: Week 6: Nearest Neighbor and Bayesian Classification | Data Mining (Fall 2021)

Section outline

Topics of Discussion
Nearest Neighbor Classifier
Bayesian Classification

Expected Learning Outcome
Understand nearest neighbor classification
Problem solving using Weka
- Select activity Class Discussion on Bayes Theorem Slide
  
  Students must
  
  Mark as done
  
  Class Discussion on Bayes Theorem Slide
- Select activity Class Discussion on Nearest Neighbor Slide
  
  Students must
  
  Mark as done
  
  Class Discussion on Nearest Neighbor Slide
- Select activity Class Discussion on Nearest Neighbor Classificatio...
  
  Students must
  
  Mark as done
  
  Class Discussion on Nearest Neighbor Classification Slide
- Select activity Working with Python and Nearest NeighborDownload D...
  
  Students must
  
  Mark as done
  
  Working with Python and Nearest Neighbor
  Download Data File
- Select activity Bayes rule
  
  Bayes rule File
  
  Students must
  
  Mark as done
- Select activity Class Activities Resource Link on Bayes Classifier
  
  Class Activities Resource Link on Bayes Classifier URL
  
  Students must
  
  Mark as done
- Select activity Class Test
  
  Class Test Quiz
  
  Students must
  
  Mark as done

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Week 1: Introduction

Week 2: Working with Data

Week 3: Data Exploration

Week 4: Classification and Prediction

Tutorials Point Lab Practice: scikit-learn

Another PPT of Classification

Another Resource of Entropy and Gain

Week 5: Classification Tuning

Decision Tree pdf

Decision Tree Entopy Gain

Gini Index

Week 6: Nearest Neighbor and Bayesian Classification

Bayes rule

Class Activities Resource Link on Bayes Classifier

Class Test

Week 7: Mid Exam

Answer Script Template File

Mid Term Question Paper Fall 2021

Fall 2021: Mid Term answer script submission link

Week 8: Association Rule Mining

Apriori pdf resource

Apriori Report Submission

Week 9: Working with Clustering

K-MEAN Clustering

K-MEAN Clustering Practice

Week 10: Neural Network

Basic Neural Network

Week 11: Course Project Discussion

Project Presentation Guideline

Section outline