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Development Data Science NumPy

Basics Data Science with Numpy, Pandas and Matplotlib

Covers all Essential Python topics and Libraries for Data Science or Machine Learning Beginner Such as numpy pandas
Rating: 3.6 out of 53.6 (88 ratings)
19,597 students
Created by Akbar Khan
Last updated 11/2020
English
30-Day Money-Back Guarantee

What you'll learn

  • The Student learn basic of python and data science libraries such as numpy, pandas , plotting libraries like matplotlib and seaborn , plotly and cufflinks

Course content

3 sections • 9 lectures • 2h 30m total length

  • Preview01:06
  • Preview05:59
  • Jupyter Basic
    08:57
  • Python Basic Operation
    17:46
  • Keyword and Identifier
    03:20

  • Numpy Basic
    41:17
  • Pandas Basic Operation
    22:54

  • Matplotlib and seaborn1
    24:55
  • Matplotlib and seaborn2
    23:57

Requirements

  • Their is no prerequisites

Description

Welcome to my course Basics Data Science with Numpy, Pandas, and Matplotlib     

In this course, we will learn the basics of Python Data Structures and the most important Data Science libraries like NumPy and Pandas with step by step examples!

In this course, we will learn step by step with starting with basics understanding of jupyter notebook and how to write a code in jupyter notebook

and understanding each and every function of jupyter notebook then we will learn basic pythons such as Then we will go ahead with the basic python data types like strings, numbers, and its operations. We will deal with different types of ways to assign and access strings, string slicing, replacement, concatenation, formatting, and strings.

Dealing with numbers, we will discuss the assignment, accessing, and different operations with integers and floats. The operations include basic ones and also advanced ones like exponents. Also, we will check the order of operations, increments, and decrements, rounding values, and typecasting.


Then we will proceed with basic data structures in python like Lists tuples and set. For lists, we will try different assignments, access, and slicing options. Along with popular list methods, we will also see list extension, removal, reversing, sorting, min and max, existence check, list looping, slicing, and also inter-conversion of list and strings.


For Tuples also we will do the assignment and access options and proceed with different options with set in python.

After that, we will deal with python dictionaries. Different assignment and access methods. Value update and delete methods and also looping through the values in the dictionary.

After that, we will learn how to read a different file in python such as CSV, JSON, xlv file, etc.

After that, we will explore the numpy basic operation We will try column-wise and row-wise access options, dropping rows and columns, getting the summary of data frames with methods like min, max, etc. Also, we will convert a python dictionary into a pandas data frame. In large datasets, it's common to have empty or missing data. We will see how we can manage missing data within data frames. We will see sorting and indexing operations for data frames.

And last we will learn about plotting tools such as Matplotlib and Seaborn and cufflinks and plotly in-depth with data analysis

Overall this course is a perfect starter pack for your long journey ahead with data science and machine learning. You will also be getting an experience certificate after the completion of the course(only if your learning platform supports)


So let's start with the lessons. See you soon in the course lecture



Who this course is for:

  • who is want to learn basic of data science and their libraries

Instructor

Akbar Khan
Engineer and Online Instructure
Akbar Khan
  • 3.6 Instructor Rating
  • 88 Reviews
  • 19,597 Students
  • 1 Course

I Have completed my Bachelor of Engineering(B.E) From Mumbai University In electronic and telecommunication department,

I am also writing blogs on new technology in data science and machine learning and deep learning

I have completed my data science course on Coursera data science program and I have also done many certifications on data science and machine learning from udemy and many online platforms I am also pursuing a data science internship in a different company

I have also published a paper cancer detection using machine learning and deep learning

Currently, I am a Studying a Data Science and Machine Learning, DeepLearning, I am also an online instructor

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