CS-605 · Data Analytics Lab/Official Syllabus
Data Analytics Lab (CS-605) - Official Syllabus
1
Unit 1
Basics
- Basics of data analytic framework
- Data pre-processing
- Statistics
- Probability
- Probability Distribution
- Bayes’ Theorem
- Central Limit theorem
- Data Exploration & preparation
- Concepts of Correlation
- Regression
- Covariance
- Outliers
- Data visualization
2
Unit 2
Introduction to R
- Introduction to R as a data analytics tool
3
Unit 3
Introduction to MATLAB
- Introduction to MATLAB as a data analytics tool
4
Unit 4
Introduction to Python
- Introduction to python as a data analytics tool
5
Unit 5
Case studies
- Case studies
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