Pandas Crash Course for begineers : Numpy + Pandas + Matplotlib
A Python crash course with Industry focused curriculum | Hands on coding Assignment
Python,Development,Data Science and AI ML,Data & Analytics
Lectures -63
Resources -10
Duration -6 hours
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Course Description
Hello and welcome to the course !
I hope you are exited to start this journey of learning python for data analysis.
By the end of this course you be able to comfortably manipulate and visualize your data.
I just want a commitment from you that you will attempt all the 13 quizzes that are distributed across each of the modules and also solve the Final assignment honestly. Why ? Because the more you practice the better you code.
Why you should take this course :
It’s Memorable: You’ll learn the “why” behind everything you do, so you remember the concepts and can use them on your own later.
It’s the Perfect Length: The course is just 6.5 hours long, so you’ll actually be able to finish it and get your certificate.
It Goes at the Perfect Pace: You will learn the Python fundamentals at a pace tailored to beginners. This means you won’t get left behind, and won’t waste time on irrelevant filler.
It’s Practical: You actually use Pandas to manipulate data. It’s not just dry theory. There is a mega coding assignment to give you a hands on flavour and make you more confident in this skill. Over time i will keep on adding more coding assignmet for your practice.
Now, let's have a look at the course outline.
We will start by laying some foundation with the below lectures :
Basic Introduction to Python.
Numpy Package, which forms the foundation of Pandas Package.
Then, we will learn about :
Data Types in Python to store collections of data.
Then we will start with the following :
Create Dataframe in Pandas from different file formats.
Data Selection and Filtering.
Merging and aggregations which forms the back bone of the dataframe analysis.
Working with Datetime using pandas.
Advance Data Manipulation.
Loops and Functions.
Data Visualization.
Assignment - Work Fitbit User Activity data.
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Goals
What will you learn in this course:
- Learn how to use Numpy, List, Dictionary and Pandas for data manipulation.
- Learn how to use Matplotlib for Data Visualization using pandas.
- Learn how to create Dataframes from different file formats.
- Learn data selection, data manipulation, merging, grouping data in pandas.
- Final assignment in which you will analyse Fitbit's users activity using Pandas
Prerequisites
What are the prerequisites for this course?
- No programming experience needed. You will learn everything you need to know.
Curriculum
Check out the detailed breakdown of what’s inside the course
Getting Started
3 Lectures
- Introduction to the course 02:51 02:51
- Setting up the environment 08:19 08:19
- How to access the resources 04:00 04:00
Introduction to Python
2 Lectures
Introduction to Numpy
5 Lectures
Data Types in Python
6 Lectures
Creating Dataframe Using Pandas
4 Lectures
Data Selection and Manipulation
3 Lectures
Merging Dataframe using Pandas
6 Lectures
Aggregations
3 Lectures
Working with Datatime in Pandas
3 Lectures
Advance Data Manipulation
5 Lectures
Iterating over Pandas Dataframe
5 Lectures
User Defined Functions
2 Lectures
Working with String Columns
4 Lectures
Coding Assignment
2 Lectures
Data Visualization using Matplotlib
10 Lectures
Instructor Details
Anmol
I am a Data scientist with over 6 years of experience in python, data analysis, machine learning and more. I have worked with various fortune 500 clients in various domains such as retail, insurance, banking and helped them take many data driven decisions.
Teaching has always been my passion. I have taught many students in offline mode and now with Tutorials point as a platform i am looking forward to make e-leaning experience fun for you.
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