AI Level 4- Packages for Data Science
Numpy
1
Introduction, Numpy Arrays and its attributes
2
Creating Numpy arrays
3
Numpy_Quiz_1
4
Numpy Operations : reshape, slicing, sum, max and min
5
Numpy_Quiz_2
6
Arithmetic operations on Numpy Array
7
Numpy_Quiz_3
8
Methods in Numpy
9
Numpy_Quiz_4
10
Special methods in Numpy
11
Numpy_Quiz_5
12
Stack, hstack, vstack and append
13
Numpy_Quiz_6
14
Split, vsplit, hsplit, dsplit and sort
15
Numpy_Quiz_7
16
Where, random, randint, shuffle and choice
17
Numpy_Quiz_8
18
Numpy Assignment
Pandas
1
Introduction to Pandas, Datasets, Dataframes and series
2
Pandas_Quiz_1
3
Pandas Functions and Attributes
4
Pandas_Quiz_2
5
Slicing the dataframe : loc, iloc
6
Using loc, iloc
7
Pandas_Quiz_3
8
Operations in Pandas: concat, rename, changing index
9
Pandas_Quiz_4
10
Merge and Join operations
11
Using merge and join
12
Pandas_Quiz_5
13
GroupBy, Append, Update and Pivot
14
Using GroupBy, Append, Update and Pivot
15
Pandas_Quiz_6
16
Pandas Assignment
Matplotlib
1
Bar Graph, Histogram, Scatter Plot, Area Plot and Pie Chart
2
Using Matplotlib to plot graphs_1
3
Matplotlib_Quiz_1
4
Box Plot, Line Plot, Violin Plot, Step Plot and Stem Plot
5
Using Matplotlib to plot graphs_2
6
Matplotlib_Quiz_2
7
FillBetween, ErrorBar and Hexbin
8
Matplotlib_Quiz_3
9
Matplotlib Assignment
Seaborn
1
HeatMap, ClusterMap, FactorPlot, KDEPlot and JointPlot
2
Using seaborn package to plot graphs - 1
3
Seaborn_Quiz_1
4
CountPlot, RelPlot, CatPlot, DistPlot, BoxenPlot
5
Using seaborn package to plot graphs - 2
6
Seaborn_Quiz_2
7
ViolinPlot, StripPlot,SwarmPlot, RegressionPlot, LinePlot and PairPlot
8
Using seaborn package to plot graphs - 3
9
Seaborn_Quiz_3
10
Seaborn Assignment
Final Assessment and Project
1
Final Assessment- Python Packages
2
Project
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