CS3352- FOUNDATIONS OF DATA SCIENCE
IMPORTANT QUESTIONS BY FREAK EDUCATION
Color Code
UNIT I Mandatory
1.Exploratory of data analysis Very Important
2.Data Preparation Important
3.Data mining and warehousing
4.Data Science Process
UNIT II
1.Describing data with tables
[Frequency distribution for quantative data, constructing FD, Outliers,relative
and cumulative frequency distribution, frequency distribution for qualitative]
2.Graphs for Quantitative data
3.Probems
[Standard deviation, interquartile range, z scores]
UNIT III
1. Interpretation of R2
2. Standard Error of estimate (problem)
3. Regression and Least Square regression (problem)
4. Coefficient of correlation (problem)
UNIT IV
1. Numpy array
2. Comparisons, mask , Boolean array
3. Structured arrays, Hierachical Indexing
4. Data Manipulation with pandas
UNIT V
1. Line plot and Scatter plots
2. Geographic Data with basemap- Visualization with seaborn
3. Density and Contour plots
4. Histogram- legend- 3 dimensional plot
Youtube: @Freak_Education
IMPORTANT QUESTIONS BY FREAK EDUCATION
Color Code
UNIT I Mandatory
1.Exploratory of data analysis Very Important
2.Data Preparation Important
3.Data mining and warehousing
4.Data Science Process
UNIT II
1.Describing data with tables
[Frequency distribution for quantative data, constructing FD, Outliers,relative
and cumulative frequency distribution, frequency distribution for qualitative]
2.Graphs for Quantitative data
3.Probems
[Standard deviation, interquartile range, z scores]
UNIT III
1. Interpretation of R2
2. Standard Error of estimate (problem)
3. Regression and Least Square regression (problem)
4. Coefficient of correlation (problem)
UNIT IV
1. Numpy array
2. Comparisons, mask , Boolean array
3. Structured arrays, Hierachical Indexing
4. Data Manipulation with pandas
UNIT V
1. Line plot and Scatter plots
2. Geographic Data with basemap- Visualization with seaborn
3. Density and Contour plots
4. Histogram- legend- 3 dimensional plot
Youtube: @Freak_Education
