Postgraduate certificate Data Mining Processing and Transformation

Before performing a machine learning technique, it is essential to translate the data for simplification. This process is known as "mining" and it is essential to know it to complete the knowledge in Data Science. This program will introduce interested students to the different statistical inference procedures to analyze and determine the study of variables, their distribution and values. In other words, those tools that will allow making the most of a company's information to make relevant decisions.

University certificate

duration

6 weeks

Modality

Online

Schedule

At your own pace

Exams

Online

start date

Credits

6 ECTS

financing up to

3 months

Price(first year)

See price

The world's largest school of business”

Syllabus

The content of the Postgraduate certificate in Data Mining Processing and Transformation is tailored to the student's needs. To this end, innovative and essential content will be taught to enhance the analysis skills of computer engineers.

Redirect your engineering career into a managerial role by acquiring the knowledge to achieve it”

Syllabus

The Postgraduate certificate in Data Mining Processing and Transformation of TECH Global University will become a complete experience that will help students to realize effective and efficient procedures for data processing according to the type of problem presented.

This program has been designed to promote the managerial skills that all computer engineers must possess if they wish to advance in their careers.

For this reason, in each class you will have the opportunity to learn, through case studies, to evaluate the different methodologies presented and identify advantages and disadvantages, and then develop the implementation of algorithms that help this process. In this way, they will complete the program by demonstrating advanced knowledge to clean, normalize and transform information.

By means of practical cases, students will have a much better understanding of the knowledge imparted. In turn, they will be encouraged to achieve excellence in the field of leadership and management of a technology department in a company. They will understand the needs of the business and be able to propose new and innovative strategies.

This Postgraduate certificate takes place over 6 weeks with 1 module of study:

Module 1. Data Mining. Selection, Pre-Processing and Transformation

Where, When and How is it Taught?

TECH offers the possibility of developing this Postgraduate certificate in Data Mining Processing and Transformation completely online. Over the course of 6 weeks, you will be able to access all the contents of this program at any time, allowing you to self-manage your study time.

Module 1. Data Mining. Selection, Pre-Processing and Transformation

1.1. Statistical Inference

1.1.1. Descriptive Statistics vs. Statistical Inference
1.1.2. Parametric Procedures
1.1.3. Non-Parametric Procedures

1.2. Exploratory Analysis

1.2.1. Descriptive Analysis
1.2.2. Visualization
1.2.3. Data Preparation

1.3. Data Preparation

1.3.1. Integration and Data Cleaning
1.3.2. Normalization of Data
1.3.3. Transforming Attributes

1.4. Missing Values

1.4.1. Treatment of Missing Values
1.4.2. Maximum Likelihood Imputation Methods
1.4.3. Missing Value Imputation Using Machine Learning

1.5. Noise in the Data

1.5.1. Noise Classes and Attributes
1.5.2. Noise Filtering
1.5.3. The Effect of Noise

1.6. The Curse of Dimensionality

1.6.1. Oversampling
1.6.2. Undersampling
1.6.3. Multidimensional Data Reduction

1.7. From Continuous to Discrete Attributes

1.7.1. Continuous Data Vs. Discreet Data
1.7.2. Discretization Process

1.8. The Data

1.8.1. Data Selection
1.8.2. Prospects and Selection Criteria
1.8.3. Selection Methods

1.9. Instance Selection

1.9.1. Methods for Instance Selection
1.9.2. Prototype Selection
1.9.3. Advanced Methods for Instance Selection

1.10. Data Pre-processing in Big Data Environments

1.10.1. Big Data
1.10.2. Classical Versus Massive Pre-processing
1.10.3. Smart Data

Empower your data mining skills and face new professional challenges”

Teaching Objectives

This Postgraduate certificate in Data Mining Processing and Transformation has been developed with the aim of helping students to prepare in this field of study. Therefore, they will gain the appropriate knowledge to become a reference within their field of work, ensuring the extraction of maximum value from the data.

Create your own path to excellence with the tools provided by this Postgraduate certificate”

TECH makes the goals of their students their own goals too.
Working together to achieve them.

The Postgraduate certificate in Data Mining Processing and Transformation qualifies students to:

Generate specialized knowledge about the statistical prerequisites for any data analysis and evaluation
Develop the necessary skills for data identification, preparation and transformation
Asses the various methodologies presented and identify advantages and drawbacks
Examine the problems in high dimensional data environments
Implement algorithms used for data preprocessing
Demonstrate the ability to interpret data visualization for descriptive analysis
Develop advanced knowledge of the different existing data preparation techniques for data cleaning, normalization and transformation
Examine the main selection, preprocessing and transformation techniques prior to a data mining process
Develop specialized knowledge on data preprocessing
Analyze the different problems in a data analytics process

Postgraduate Certificate in Processing and Transformation in Data Mining

At TECH Global University, we present the exciting Postgraduate Certificate in Data Mining Processing and Transformation. This online program will immerse you in the fascinating world of extracting valuable information from large volumes of data. Through our online classes, you will have the opportunity to acquire fundamental skills in data processing and transformation to make strategic decisions and gain competitive advantages in any industry. We understand that flexibility and convenience are key to your learning. That's why our online Postgraduate Certificate allows you to access classes from anywhere and at any time, adapting to your schedule and lifestyle. Take advantage of the convenience of learning at your own pace while immersing yourself in the most relevant concepts of data processing.

Discover the power of data with online classes

In this Postgraduate Certificate, you will explore the most advanced techniques and tools for extracting valuable and relevant information from large data sets. You will learn how to use programming languages such as Python and R, as well as how to apply data mining algorithms to uncover hidden patterns, trends and relationships. Our team of teaching Postgraduate Diplomas will guide you through the Postgraduate Certificate, providing you with solid theoretical knowledge and applied practice. In addition, you will have access to up-to-date digital resources, real case studies and interactive activities that will allow you to practice your skills and strengthen your understanding of data processing. The Postgraduate Certificate will give you a solid foundation in big data management and analysis. You will be prepared to face current and future challenges in the field of data mining and contribute to the growth and success of any organization. Learn about the world of data mining and discover the power of information with TECH Global University's Postgraduate Certificate in Data Mining Processing and Transformation. Take advantage of this opportunity to expand your skills and open new doors in the world of data!