AI Level 4- Packages for Data Science
- Description
- Curriculum
- Reviews
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
-
19
Introduction to Pandas, Datasets, Dataframes and series
-
20
Pandas_Quiz_1
-
21
Pandas Functions and Attributes
-
22
Pandas_Quiz_2
-
23
Slicing the dataframe : loc, iloc
-
24
Using loc, iloc
-
25
Pandas_Quiz_3
-
26
Operations in Pandas: concat, rename, changing index
-
27
Pandas_Quiz_4
-
28
Merge and Join operations
-
29
Using merge and join
-
30
Pandas_Quiz_5
-
31
GroupBy, Append, Update and Pivot
-
32
Using GroupBy, Append, Update and Pivot
-
33
Pandas_Quiz_6
-
34
Pandas Assignment
Matplotlib
-
35
Bar Graph, Histogram, Scatter Plot, Area Plot and Pie Chart
-
36
Using Matplotlib to plot graphs_1
-
37
Matplotlib_Quiz_1
-
38
Box Plot, Line Plot, Violin Plot, Step Plot and Stem Plot
-
39
Using Matplotlib to plot graphs_2
-
40
Matplotlib_Quiz_2
-
41
FillBetween, ErrorBar and Hexbin
-
42
Matplotlib_Quiz_3
-
43
Matplotlib Assignment
Seaborn
-
44
HeatMap, ClusterMap, FactorPlot, KDEPlot and JointPlot
-
45
Using seaborn package to plot graphs - 1
-
46
Seaborn_Quiz_1
-
47
CountPlot, RelPlot, CatPlot, DistPlot, BoxenPlot
-
48
Using seaborn package to plot graphs - 2
-
49
Seaborn_Quiz_2
-
50
ViolinPlot, StripPlot,SwarmPlot, RegressionPlot, LinePlot and PairPlot
-
51
Using seaborn package to plot graphs - 3
-
52
Seaborn_Quiz_3
-
53
Seaborn Assignment
Final Assessment and Project
Please, login to leave a review
Course details
Lectures
29
Assignments
5
Quizzes
21
Popular courses
