DIU-BLC
Introduction to Data Science
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Course data
Welcome to Data Mining and Machine Learning
Announcements
OBE Course Outline
Announcements
Week 1: Introduction to Data Science
Lecture Slide of Week 1
Week-1 Discussion
Week 2: Learn About Data
Lecture Slide of Week-2
Week-2 Discussion
Week 3: Statistics, Sampling and Outlier analysis
Lecture Slide of Week 3
Week-3 Discussion
Z-Test and T-Test
Week 4: Covariance and Correlation
Lecture Slide of Week 4
Week-4 Discussion
Week 5: Bayes Theorem
Lecture Slide of Week 5
Week-5 Discussion
Week 6: Probability Distribution
Lecture Slide of Week 6
Week-6 Discussion
Week 7: Mid Examination
Week 8: Data Transformation and Normalization
Lecture Slide of Week 8
Week-8 Discussion
Week 9: Exploratory Data Analysis
Lecture Slide of Week 9
Week-9 Discussion
Week 10: Linear Regression
Lecture Slide of Week 10
Linear Regression [Slides]
Week-10 Discussion
Week 11: Logistic Regression
Lecture Slide of Week 11
Week-11 Discussion
Week 12: Application of different Machine Learning Algorithms
Lecture Slide of Week 12
Week-12 Discussion
Week 13: Application of NLP
Lecture Slide of Week 13
Week-13 Discussion
Week 14: Application of Health Care
Lecture Slide of Week 14
Week-14 Discussion
Week 15: Dimensionality reduction
Lecture Slide of Week 15
Week-15 Discussion
Presentation and Assignment
Assignment (61_O)
Presentation (61_O)
Assignment (61_W)
Presentation (61_W)
Week 14: Final Examination
Next
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Summary
Introduction to Data Science
Teacher:
Nafiz Ahmed Emon
Skill Level
:
Beginner