Innovative Skills - pandas-in-python-a-z-in-bangla

Course Description

Pandas is a Python library used for data analysis and data manipulation. This Python library provides a straightforward, versatile, and user-friendly way for data analysis. By using Pandas, it becomes easy to create data structures, perform essential tasks like indexing, filtering, and aggregation with data. It's an essential package for data visualization and general data manipulation. Pandas works with data structures like DataFrame and Series, making data management easier for programmers. Additionally, Pandas assists in loading and saving data in various formats. It's particularly popular in data analysis, machine learning, and data science projects.

Getting started

What is Pandas?
Why should we use pandas?
Pandas installation

Loading Data

Importing pandas
Loading files in pandas
Visualize the data
Get used to with rows and columns of table
Pandas set option

Basic statistical analysis

Describe method
Info method
Value counts
Unique()
nunique()

Pandas Series and Dataframe

What is pandas Series
How to create a pandas series
What is pandas Dataframe
How to create a Dataframe
Accessing column(s)
Get all the column names
Accessing rows loc[]
iloc[]
Slicing rows and columns

Indexing

Set index
Reset index

Data filtering

Filter mask
Filter dataframe using filter mask
Examples of filtering data

Updating rows and columns

Renaming columns
Updating rows and columns using .loc[]
apply()
applymap()
map() functions
Adding column
Adding row
Dropping columns and rows

Merging

Merging data
Concatenate data
Joining data

Sorting

Sort by columns

Grouping and aggregation

Groupby
Pivot table
Crosstab

Dealing with data types and missing values

Dropping missing values
Filling missing values
Type casting

Evaluation

Will You Get a Certificate After the Course:
Yes, after completing the course you will achieve the certificate. There are 3 Types of Certification available based on assessment in our each course. These types are mentioned below:

General Certificate (If the total marks are between 60% and 70%)
White Belt Certificate (If the total marks are between 70% and 90%)
Black Belt Certificate (If the total marks are between 90% and 100%)

How do we evaluate a Student for certificate:
Our Evaluation Process is extremely simple. Our Evaluation process is maintained by following steps:

Class Attendance (between 60 - 100%)
Assignment Submission (Bonus Point for Quick Submission, As Usual Points For On-Time Submission, Minus point for late submission)
Mock Test (Written + Viva)
Project Submission (Bonus Point for Quick Submission, As Usual Points For On-Time Submission, Minus point for late submission)
Soft Skills

Please note that the evaluation always be done by the internal and external judges via a blind review process

How do we recommend a Student for the job:
After completing the course, the white and black belt certificated students will be allowed to join our stem-learning-based Bootcamp. The students will need to complete the boot camp with proper instruction and discipline. After completing the Bootcamp, we will recommend the desired candidate to any company in sha Allah.