AI Level 4 Packages for Data Science
Numpy

1Introduction, Numpy Arrays and its attributes

2Creating Numpy arrays

3Numpy_Quiz_1

4Numpy Operations : reshape, slicing, sum, max and min

5Numpy_Quiz_2

6Arithmetic operations on Numpy Array

7Numpy_Quiz_3

8Methods in Numpy

9Numpy_Quiz_4

10Special methods in Numpy

11Numpy_Quiz_5

12Stack, hstack, vstack and append

13Numpy_Quiz_6

14Split, vsplit, hsplit, dsplit and sort

15Numpy_Quiz_7

16Where, random, randint, shuffle and choice

17Numpy_Quiz_8

18Numpy Assignment
Pandas

19Introduction to Pandas, Datasets, Dataframes and series

20Pandas_Quiz_1

21Pandas Functions and Attributes

22Pandas_Quiz_2

23Slicing the dataframe : loc, iloc

24Using loc, iloc

25Pandas_Quiz_3

26Operations in Pandas: concat, rename, changing index

27Pandas_Quiz_4

28Merge and Join operations

29Using merge and join

30Pandas_Quiz_5

31GroupBy, Append, Update and Pivot

32Using GroupBy, Append, Update and Pivot

33Pandas_Quiz_6

34Pandas Assignment
Matplotlib

35Bar Graph, Histogram, Scatter Plot, Area Plot and Pie Chart

36Using Matplotlib to plot graphs_1

37Matplotlib_Quiz_1

38Box Plot, Line Plot, Violin Plot, Step Plot and Stem Plot

39Using Matplotlib to plot graphs_2

40Matplotlib_Quiz_2

41FillBetween, ErrorBar and Hexbin

42Matplotlib_Quiz_3

43Matplotlib Assignment
Seaborn

44HeatMap, ClusterMap, FactorPlot, KDEPlot and JointPlot

45Using seaborn package to plot graphs  1

46Seaborn_Quiz_1

47CountPlot, RelPlot, CatPlot, DistPlot, BoxenPlot

48Using seaborn package to plot graphs  2

49Seaborn_Quiz_2

50ViolinPlot, StripPlot,SwarmPlot, RegressionPlot, LinePlot and PairPlot

51Using seaborn package to plot graphs  3

52Seaborn_Quiz_3

53Seaborn Assignment
Final Assessment and Project
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AI Level 4 Packages for Data Science
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