Applied Statistics and Data Preparation with Python

Location
Online
Dates
Can be taken anytime
Course Type
Professional Training Course
Accreditation
Yes (Details)
Language
English
Price
$10

Course Overview

This is the bite size course to learn Python Programming for Applied Statistics. In CRISP DM data mining process, Applied Statistics is at the Data Understanding stage. This course also covers Data processing, which is at the Data Preparation Stage.

You will need to know some Python programming, and you can learn Python programming from my "Create Your Calculator - Learn Python Programming Basics Fast" course. You will learn Python Programming for applied statistics.

You can take the course as follows, and you can take a exam at EMHAcademy to get SVBook Certified Data Miner using Python certificate.

  • Create Your Calculator - Learn Python Programming Basics Fast (R Basics)
  • Applied Statistics using Python with Data Processing (Data Understanding and Data Preparation)
  • Advanced Data Visualizations using Python with Data Processing (Data Understanding and Data Preparation, in future)
  • Machine Learning with Python (Modeling and Evaluation)

Content

  • Getting Started
  • Getting Started 2
  • Getting Started 3
  • Data Mining Process
  • Download Data set
  • Read Data set
  • Mode
  • Median
  • Mean
  • Range
  • Range One Column
  • Qunatile
  • Variance
  • Standard Deviation
  • Histogram
  • QQPLot
  • Shapiro Test
  • Skewness and Kurtosis
  • Describe()
  • Correlation
  • Covariance
  • One Sample T Test
  • Two Sample TTest
  • Chi Square Test
  • One Way ANOVA
  • Simple Linear Regression
  • Multiple LInear Regression
  • Data Processing - DF.head()
  • Data Processing - DF.tail()
  • Data Processing - DF.describe()
  • Data Processing - Select Variables
  • Data Processing - Select Rows
  • Data Processing - Select Variables and Rows
  • Data Processing - Remove Variables
  • Data Processing - Append Rows
  • Data Processing - Sort Variables
  • Data Processing - Rename Variables
  • Data Processing - GroupBY
  • Data Processing - Remove Missing Values
  • Data Processing - Is THere Missing Values
  • Data Processing - Replace Missing Values
  • Data Processing - Remove Duplicates

Basic knowledge:

  • Fundamentals Python programming

Who should take this course

Beginner Data Scientist or Analyst interested in Python programming.

Accreditation

Course Completion Certificate

Course content

What will you learn:

  • Applied Statistics using Python

About Course Provider

Simpliv LLC, a platform for learning and teaching online courses. We basically focus on online learning which helps to learn business concepts, software technology to develop personal and professional goals through video library by recognized industry experts or trainers.

Why Simpliv

With the ever-evolving industry trends, there is a constant need of the professionally designed learning solutions that deliver key innovations on time and on a budget to achieve long-term success.

Simpliv understands the changing needs and allows the global learners to evaluate their technical abilities by aligning the learnings to key business objectives in order to fill the skills gaps that exist in the various business areas including IT, Marketing, Business Development, and much more.

Frequently asked questions

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