University certificate
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Syllabus
The content of the Postgraduate certificate in Data Science Tools will become a stimulating and motivating path for the computer engineer. Therefore, there is unique knowledge to develop the maximum capabilities of the student in search of a salary or professional improvement.
Specialize with us if you are looking for that improvement in your job”
Syllabus
The Postgraduate certificate in Data Science Tools of TECH Global University, will become a complete experience that will help students to generate specialized knowledge about the tools used in this field.
This will be approached from the perspective of a technology department director. Therefore, the students will develop critical thinking skills that will favor their entrepreneurial advancement.
For this reason, in each class you will have the opportunity to learn, through case studies, the tools used to analyze, synthesize and process information. In addition, the main characteristics of a DataSet, its structure, components and the implications of its distribution in the modeling will be determined.
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 Science Tools
Where, When and How is it Taught?
TECH offers the possibility of developing this Postgraduate certificate in Data Science Tools 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 Science Tools
1.1. Data Science
1.1.1. Data Science
1.1.2. Advanced Tools for Data Scientists
1.2. Data, Information and Knowledge
1.2.1. Data, Information and Knowledge
1.2.2. Types of Data
1.2.3. Data Sources
1.3. From Data to Information
1.3.1. Data Analysis
1.3.2. Types of Analysis
1.3.3. Extraction of Information from a Dataset
1.4. Extraction of Information Through Visualization
1.4.1. Visualization as an Analysis Tool
1.4.2. Visualization Methods
1.4.3. Visualization of a Data Set
1.5. Data Quality
1.5.1. Quality Data
1.5.2. Data Cleaning
1.5.3. Basic Data Pre-Processing
1.6. Dataset
1.6.1. Dataset Enrichment
1.6.2. The Curse of Dimensionality
1.6.3. Modification of Our Data Set
1.7. Unbalance
1.7.1. Classes of Unbalance
1.7.2. Unbalance Mitigation Techniques
1.7.3. Balancing a Dataset
1.8. Unsupervised Models
1.8.1. Unsupervised Model
1.8.2. Methods
1.8.3. Classification with Unsupervised Models
1.9. Supervised Models
1.9.1. Supervised Model
1.9.2. Methods
1.9.3. Classification with Supervised Models
1.10. Tools and Good Practices
1.10.1. Good Practices for Data Scientists
1.10.2. The Best Model
1.10.3. Useful Tools
Learn about the best academic experience to become an expert Data Science manager!"
Teaching Objectives
This Postgraduate certificate has a series of objectives to help computer engineers to face a series of situations that require the use of Data Science Tools. In this way, they will be able to aspire to a managerial role within their work team or company.
We live in a competitive world, so constant education is the key to professional growth”
TECH makes the goals of their students their own goals too.
Working together to achieve them.
The Postgraduate certificate in Data Science Tools qualifies students to:
- Determine the characteristics of a Dataset, analyzing it and interpreting the necessary pre-processing to be performed
- Transform data into information, adding value and enabling the generation of new knowledge
- Analyze the most appropriate techniques for each data set and examine the results obtained
- Develop the skills to convert data into information from which knowledge can be extracted
- Determine the main features of a Dataset, its structure, components and the implications of its distribution in modeling
- Supporting decision making by performing comprehensive data analysis in advance
- Develop skills to solve practical cases using data science techniques
- Establish the most appropriate general tools and methods for modeling each Dataset based on the pre-processing performed
- Assess the results in an analytical way, understanding the impact of the chosen strategy on the various metrics
- Demonstrate critical analysis of the results obtained after applying pre-processing or modeling methods
Postgraduate Certificate in Data Science Tools
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In today's world, the amount of information generated by various industries and sectors is overwhelming. Therefore, the ability to process, analyze and visualize data has become an indispensable skill for any professional. At TECH Global University, we have developed the Postgraduate Certificate in Data Science Tools to provide you with the necessary tools to work with large amounts of information. This training program will allow you to master data mining techniques, statistical analysis, machine learning and data visualization, among other essential skills for informed decision making in any sector. The online classes will allow you to learn at your own pace, without time or travel restrictions. In addition, you will be able to interact with professionals in the field and other students from around the world.
Master data analysis techniques with virtual classes at TECH Global University.
At TECH Global University, we work to offer you the best possible continuous learning, adapted to the needs and demands of today's job market. The course is designed to cover a wide range of relevant topics in the field of data analytics, such as data cleaning and preparation, data exploration and visualization, statistical analysis and predictive modeling. Special attention will also be paid to the development of practical skills, such as the use of programming tools and specialized software. Don't miss this opportunity to broaden your skills and enhance your career prospects in a field that is increasingly relevant today - enroll today and start your path to success!