An Introduction to Machine Learning with Cluster Analysis using Python

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Online

£ 10 + VAT

Description

  • Type

    Course

  • Methodology

    Online

  • Start date

    Different dates available

The first part of this course deals with the basics of python programming language. The second part begins with an introduction of machine learning followed by a comparison of supervised and unsupervised machine leaning concepts. Cluster analysis is discussed as a category of unsupervised machine learning. Subsequently, it offers an in-depth theoretical knowledge and practical implementation in python code of two most popular clustering algorithms – k-means and Hierarchical clustering. This second part tries to maintain a fine balance between necessary theoretical knowledge needed by a data scientist and practical implementation details using python programming language. The third part of the course consists of practice problem sets where students can put into practice their understanding of python and clustering.

Facilities

Location

Start date

Online

Start date

Different dates availableEnrolment now open

About this course

Installation and Environments
Variable, Identifier, keywords, and Operators
Control Statements- conditionals, loops
Functions
Modules
Data Structure-List, Tuple, Set, Dictionary
Data Manipulation using Pandas library
Arrays, Linear Algebra, Summary statistics using Numpy library
Data visualization using Matplotlib and Seaborn

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This centre's achievements

2021

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More than 50 reviews in the last 12 months

This centre has featured on Emagister for 6 years

Subjects

  • Install
  • Programming
  • Import
  • Systems
  • Operating Systems
  • Installation

Course programme

Installation and Environments 1 lecture 16:34 Installation and Environments How to install python for different operating systems and brief explanation of different developments environments to be used in the course. Installation and Environments 1 lecture 16:34 Installation and Environments How to install python for different operating systems and brief explanation of different developments environments to be used in the course. Installation and Environments How to install python for different operating systems and brief explanation of different developments environments to be used in the course. Installation and Environments How to install python for different operating systems and brief explanation of different developments environments to be used in the course. Installation and Environments How to install python for different operating systems and brief explanation of different developments environments to be used in the course. Installation and Environments How to install python for different operating systems and brief explanation of different developments environments to be used in the course. How to install python for different operating systems and brief explanation of different developments environments to be used in the course. How to install python for different operating systems and brief explanation of different developments environments to be used in the course. Variable,Identifier,Keywords, and Operators 2 lectures 29:10 Variable,Identifier,Keyword and Operators Conceptual understanding of variable in python. Acceptable rules of Identifier. Keyword list. Operators and Operator precedence. Quiz-1 Test your knowledge on variable, Identifier, Keyword and Operators Variable, Identifier, Keyword and operators preview concepts and application examples of Variable, Identifier, Keyword and operators Variable,Identifier,Keywords, and Operators 2 lectures 29:10 Variable,Identifier,Keyword and Operators Conceptual understanding of variable in python. Acceptable rules of Identifier. Keyword list. Operators and Operator precedence. Quiz-1 Test your knowledge on variable, Identifier, Keyword and Operators Variable, Identifier, Keyword and operators preview concepts and application examples of Variable, Identifier, Keyword and operators Variable,Identifier,Keyword and Operators Conceptual understanding of variable in python. Acceptable rules of Identifier. Keyword list. Operators and Operator precedence. Variable,Identifier,Keyword and Operators Conceptual understanding of variable in python. Acceptable rules of Identifier. Keyword list. Operators and Operator precedence. Variable,Identifier,Keyword and Operators Conceptual understanding of variable in python. Acceptable rules of Identifier. Keyword list. Operators and Operator precedence. Variable,Identifier,Keyword and Operators Conceptual understanding of variable in python. Acceptable rules of Identifier. Keyword list. Operators and Operator precedence. Conceptual understanding of variable in python. Acceptable rules of Identifier. Keyword list. Operators and Operator precedence. Conceptual understanding of variable in python. Acceptable rules of Identifier. Keyword list. Operators and Operator precedence. Quiz-1 Test your knowledge on variable, Identifier, Keyword and Operators Quiz-1 Test your knowledge on variable, Identifier, Keyword and Operators Quiz-1 Test your knowledge on variable, Identifier, Keyword and Operators Quiz-1 Test your knowledge on variable, Identifier, Keyword and Operators Test your knowledge on variable, Identifier, Keyword and Operators Test your knowledge on variable, Identifier, Keyword and Operators Variable, Identifier, Keyword and operators preview concepts and application examples of Variable, Identifier, Keyword and operators Variable, Identifier, Keyword and operators preview concepts and application examples of Variable, Identifier, Keyword and operators Variable, Identifier, Keyword and operators preview concepts and application examples of Variable, Identifier, Keyword and operators Variable, Identifier, Keyword and operators preview concepts and application examples of Variable, Identifier, Keyword and operators concepts and application examples of Variable, Identifier, Keyword and operators concepts and application examples of Variable, Identifier, Keyword and operators Control Statements-Conditionals 1 lecture 07:01 Control Statements-Conditionals Brief explanation of different control statements in python. Application examples of Conditionals. Quiz-2 To test understating of conditionals Control Statements-Conditionals 1 lecture 07:01 Control Statements-Conditionals Brief explanation of different control statements in python. Application examples of Conditionals. Quiz-2 To test understating of conditionals Control Statements-Conditionals Brief explanation of different control statements in python. Application examples of Conditionals. Control Statements-Conditionals Brief explanation of different control statements in python. Application examples of Conditionals. Control Statements-Conditionals Brief explanation of different control statements in python. Application examples of Conditionals. Control Statements-Conditionals Brief explanation of different control statements in python. Application examples of Conditionals. Brief explanation of different control statements in python. Application examples of Conditionals. Brief explanation of different control statements in python. Application examples of Conditionals. Quiz-2 To test understating of conditionals Quiz-2 To test understating of conditionals Quiz-2 To test understating of conditionals Quiz-2 To test understating of conditionals To test understating of conditionals To test understating of conditionals Control Statements- Loops 1 lecture 13:30 Control Statements- Loop Applications of Loops and other control statements. Control Statements- Loops 1 lecture 13:30 Control Statements- Loop Applications of Loops and other control statements. Control Statements- Loop Applications of Loops and other control statements. Control Statements- Loop Applications of Loops and other control statements. Control Statements- Loop Applications of Loops and other control statements. Control Statements- Loop Applications of Loops and other control statements. Applications of Loops and other control statements. Applications of Loops and other control statements. Functions 1 lecture 13:53 User-defined Function How to create user-defined functions with examples. Functions 1 lecture 13:53 User-defined Function How to create user-defined functions with examples. User-defined Function How to create user-defined functions with examples. User-defined Function How to create user-defined functions with examples. User-defined Function How to create user-defined functions with examples. User-defined Function How to create user-defined functions with examples. How to create user-defined functions with examples. How to create user-defined functions with examples. Modules 1 lecture 05:33 Modules How to import and use modules Quiz-3 Quiz to test how modules are imported Modules 1 lecture 05:33 Modules How to import and use modules Quiz-3 Quiz to test how modules are imported Modules How to import and use modules Modules How to import and use modules Modules How to import and use modules Modules How to import and use modules How to import and use modules How to import and use modules Quiz-3 Quiz to test how modules are imported Quiz-3 Quiz to test how modules are imported Quiz-3 Quiz to test how modules are imported Quiz-3 Quiz to test how modules are imported Quiz to test how modules are imported Quiz to test how modules are imported Data Structure-List 1 lecture 20:48 List List and list methods Quiz-4 This quiz is provided to test your knowledge about python data structure. Data Structure-List 1 lecture 20:48 List List and list methods Quiz-4 This quiz is provided to test your knowledge about python data structure. List List and list methods List List and list methods List List and list methods List List and list methods List and list methods List and list methods Quiz-4 This quiz is provided to test your knowledge about python data structure. Quiz-4 This quiz is provided to test your knowledge about python data structure. Quiz-4 This quiz is provided to test your knowledge about python data structure. Quiz-4 This quiz is provided to test your knowledge about python data structure. This quiz is provided to test your knowledge about python data structure. This quiz is provided to test your knowledge about python data structure. Tuple 1 lecture 07:02 Tuple Tuple data structure and its methods Tuple 1 lecture 07:02 Tuple Tuple data structure and its methods Tuple Tuple data structure and its methods Tuple Tuple data structure and its methods Tuple Tuple data structure and its methods Tuple Tuple data structure and its methods Tuple data structure and its methods Tuple data structure and its methods Set 1 lecture 08:31 Set Set Data Structure and its methods Set cept and K-Means clustering Algorithm K-Means Practical ...

Additional information

No prior knowledge of python is required for this course as the first part of the course deals with the basics of python in enough details

An Introduction to Machine Learning with Cluster Analysis using Python

£ 10 + VAT