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Python For Data Science - For Absolute Beginners

Five day course for beginners and intermediate level learners

Instructor

Statinfer Solutions

Category

IT & Software

IT Certification

28 Students enrolled

Description
Curriculum
FAQ
Reviews

Course Covers six topics.

Basic Commands of python and important packages
Data Manipulations with python
Basic Statistics
Data Visualizations with python packages
Data Validation and Cleaning in Python
Python Objects and Functions

We assume that the participants have no background in python and start with very basic topics. After this course, you can learn Machine Learning, Deep Learning, and Other Data Science sources. You must download the resources to learn this course

Getting Started with Python

1

Course Introduction

Video lesson

Data Manipulations With Python

Basic Statistics

6
Data Manipulations With Python

Video lesson
Creating Dataframes // Importing data as data frame
Some basic checks and datatypes
Indexing/ sampling
Conditional Filtering
Subsetting || Updating Row/ Columns || Add/Remove
Sorting || Gropuby / Aggregation

Data Visualizations

7
Basic Statistics

Video lesson
Descriptive statistics
List item
Central Tendency
Variance
Percentiles
Quartiles
Outlier Detection
Box-plots

Data Validation and Cleaning

8
Data Visualizations

Video lesson
Continuous variable distributions
Box Plots
Violin Plots
Histograms
Categorical Variables Summary
Bar Charts
Continuous vs Continuous
Scatter Plots
Continuous vs Categorical
Histogram overlay
Multiple category Box Plots
Violin plots
Categorical vs Categorical
Bar Charts
Cross tables
Pivot table visualization
Heatmaps

Python Objects and Functions

9
Data Validation and Cleaning

Video lesson
Model Building Life cycle
Raw Data - issues
Data Exploration – Categorical and Discrete Variables
Data Exploration – Continuous Variables
Data Validation
Data sanitizations techniques
Standalone Imputation
Imputation based on a target

How long do I have access to the course materials?

You can view and review the lecture materials indefinitely, like an on-demand channel.

Can I take my courses with me wherever I go?

Definitely! If you have an internet connection, courses on Udemy are available on any device at any time. If you don't have an internet connection, some instructors also let their students download course lectures. That's up to the instructor though, so make sure you get on their good side!

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Python For Data Science - For Absolute Beginners