# 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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AI Level 4- Packages for Data Science

###### Price:

₹26,499

**₹24,499**