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Master Clustering Analysis for Data Science using Python

person icon Nouman Azam

4.3

Master Clustering Analysis for Data Science using Python

Learn to implement clustering algorithms using Python with practical examples and datasets

updated on icon Updated on Jun, 2025

language icon Language - English

person icon Nouman Azam

English [CC]

category icon Development ,Data Science,Python

Lectures -34

Resources -8

Duration -5 hours

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4.3

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Course Description

This course is for you if you want to have a real feel of the clustering algorithms without having to learn all the complicated maths. Additionally, this course is also for you if you have had previous hours and hours of classroom theory on the subject but could never get a chance or figure out how to implement and solve data science problems with it. 

The approach in this course is very practical and we will start everything from very scratch. We will immediately start coding after a couple of introductory tutorials and we try to keep the theory to a bare minimum. All the coding will be done in Python which is one of the fundamental programming languages for engineers and science students and is frequently used by top data science research groups worldwide. 

Course outline:

  • Segment 1: Introduction to the course.
  • Segment 2: KMeans Clustering.
  • Segment 3: Mean Shift Clustering.
  • Segment 4: DBSCAN Clustering.
  • Segment 5: Hierarchical Clustering.
  • Segment 6: HDBSCAN Clustering.
  • Segment 7: Applications of Clustering.

Benefits and Advantages:

  • If you do not find the course useful, you are covered with a 30-day money-back guarantee, full refund, no questions asked!

  • You will be sure of receiving quality content since the instructors have already many courses on Data Science on TutorialsPoint. 

  • You have lifetime access to the course.

  • You have instant and free access to any updates I add to the course.

  • You have access to all Questions and discussions initiated by other students.

  • You will receive my support regarding any issues related to the course.

  • Check out the curriculum and Freely available lectures for a quick insight.

Goals

  • How to implement different clustering algorithms in Python.

  • How to handle issues of varying cluster sizes, densities, shapes and noise.

  • When to use a specific algorithm.

  • Take away code templates.

Prerequisites

  • You should have a little know-how in Python and Jupyter.

  • Python must be installed on your computer.

Master Clustering Analysis for Data Science using Python

Curriculum

Check out the detailed breakdown of what’s inside the course

Introduction

1 Lectures
  • play icon Introduction 04:22 04:22

KMeans Clustering

8 Lectures
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Mean Shift Clustering

5 Lectures
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DBSCAN Clustering

5 Lectures
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Hierarchical Clustering

4 Lectures
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HDBSCAN Clustering

5 Lectures
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Applications of Clustering

6 Lectures
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Instructor Details

Nouman Azam

Nouman Azam

I am Dr. Nouman Azam, and i am Associate Professor in Computer Science. I teach online courses related to Programming, and I have a rich community of students comprising of more than 50,000+ students. 

The focus of my courses is to explain different aspects of Programming languages specifically focusing on MATLAB and Rust and how to use them effectively in routine daily life activities. In my courses, you will find topics such as basic programming, designing GUI's, data analysis and visualization, concurrency, textual processing, and many more. 

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