DIU-BLC
Data Mining (Summer 2021)
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Welcome to Data Mining
Announcements
Course Details
Week 1: Introduction
Compare Data Mining, DBMS and Statistics
Week 2: Working with Data
Find some problems around you that can be solved by data mining.
Python Basic Quiz
Twenty uses of Pandas and Numpy
Week 3: Data Exploration
Class Test-1
Week 4: Classification and Prediction
Another PPT of Classification
Another Resource of Entropy and Gain
Class performance test
Lab Practice: Google Colab Link Sheet: O2
Lab1 O3
Lab1 O4
Lab1 O5
Lab1 O9
Week 5: Classification Tuning
Decision Tree pdf
Class Video Link - Decision Tree
Decision Tree Entopy Gain
Decision Tree: Submission the result of entropy and gain
Gini Index
Gini Index Video
Week 6: Nearest Neighbor and Bayesian Classification
Mid Exam Guideline
Class test 2 - Download question and answer script. Submit answer here.
KNN Another Resource
Lab2_KNN_O2, O5
Lab 2 KNN Submission: Section-O5
Lab2 KNN: Section O3, O9
Lab 2 KNN Submission: Section-O2
Lab 2 KNN Submission: Section-O3
Lab 2 KNN Submission: Section-O4
Lab 2 KNN Submission: Section-O9
Bayes' Theorem Example
Extra Resource - Naive Bayes
Week 7: Mid Exam
Download Mid Term Exam Answer Script
Download Mid Term Exam Question Paper
Answer Script Submission Link
Week 8: Association Rule Mining
Apriori pdf resource
Assignment on Apriori Algorithm
Week 9: Working with Clustering
K-MEAN Clustering
Class Test 3 (K-MEAN)
Week 10: Neural Network
Basic Neural Network
Class Video
Week 11: Course Project Discussion
Project Presentation Guideline
Hierarchical Clustering
Week 12: Review Week
Write five real life example scenarios that can be solved by data mining.
Week 13: Final Exam
Final Exam FALL 2020: Answer Script Template
Final Exam Fall 2020: Question Paper
Final Exam Fall 2020: Answer Script Submission Link
Fizar Sir's THings
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CSE 450 (MMH-212)
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Course info
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Courses
DIU
Faculty of Science and Information Technology
Computer Science and Engineering
CSE Summer 2021
CSE 450 (MMH-212)
Summary
Data Mining (Summer 2021)
Teacher:
Md. Mahade Hasan
Skill Level
:
Beginner