YoVDO

Data Mining for Beginners - Learn Data Mining

Offered By: Great Learning via YouTube

Tags

Data Mining Courses Data Visualization Courses Machine Learning Courses Python Courses Anomaly Detection Courses Regression Analysis Courses Data Wrangling Courses Cluster Analysis Courses

Course Description

Overview

Watch this 10-hour tutorial on Data Mining! Simply put, data mining is used to turn raw data into meaningful information. To keep up with the ever-evolving aspects of data and its domains, data handling and analysis has become crucial to understanding the information that comes attached to it, and that is exactly why data science has come such a long way, in which data mining is considered to be one of the crucial methods to identify patterns and trends in huge datasets.

Great Learning brings you this beginner-friendly tutorial on Data Mining to take you from the starting point through the finishing point of everything you need to know about this domain and getting started on the journey to master it. This video starts off with an introduction to Python, followed by understanding a variety of Python libraries. Then we look at the concepts of anomaly or outlier detection. Following this, we will understand Machine Learning in detail and cluster analysis with K-means. Finally, we look at regression analysis in data mining! This video teaches Data Mining and its key functions and concepts with a variety of demonstrations & examples to help you get started on the right foot.


Syllabus

Introduction.
Agenda.
Basics of Python.
Installing Python.
Variables and Operators in Python.
Data Types in Python.
Conditional and Looping Flow Control Statements in Python.
Introduction to Python Libraries.
Numerical Computation with Numpy .
Functions in Python.
Data Wrangling with Pandas .
Data Visualization with Python: Seaborn & Matplotlib.
Anomaly or Outlier Detection.
Introduction to Machine Learning .
Cluster Analysis with K-means .
Regression Analysis in Data Mining.
Logistic Regression .


Taught by

Great Learning

Related Courses

Model Building and Validation
AT&T via Udacity
Поиск структуры в данных
Moscow Institute of Physics and Technology via Coursera
Data Analytics Foundations for Accountancy II
University of Illinois at Urbana-Champaign via Coursera
Developing Machine Learning Applications
Amazon via Independent
Anomaly Detection in Time Series Data with Keras
Coursera Project Network via Coursera