Postgraduate certificate Design and Development of Intelligent Systems in Data Science

Intelligent systems are the future of any company, as they are capable of solving complex and multidisciplinary problems efficiently and quickly. In the long term, it favors the development of any organization by acting as a guarantor of the decisions taken. Therefore, a program has been developed that will introduce students to this new technology and, in turn, encourage the development of a strategy that will allow them to make a plan to introduce it into their work environment in an optimal way.

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 Design and Development of Intelligent Systems in Data Science 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.

Be confident in your skills and you will grow in your job by implementing new technological strategies"

Syllabus

The Postgraduate certificate in Design and Development of Intelligent Systems in Data Science 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 manager. 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 analyze the different types of machine learning techniques and the metrics used to score the quality of these models. In addition, you will learn the basics of deep learning, understanding the scientific evidence that supports it as an excellent alternative for process improvement.

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. Design and Development of Intelligent Systems

A unique, key, and decisive educational experience to boost your professional development and make the definitive leap"

Where, When and How is it Taught?

TECH offers the possibility of developing this Postgraduate certificate in Design and Development of Intelligent Systems in Data Science 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. Design and Development of Intelligent

1.1. Data Pre-Processing

1.1.1. Data Pre-Processing
1.1.2. Data Transformation
1.1.3. Data Mining

1.2. Machine Learning

1.2.1. Supervised and Unsupervised Learning
1.2.2. Reinforcement Learning
1.2.3. Other Learning Paradigms

1.3. Classification Algorithms

1.3.1. Inductive Machine Learning
1.3.2. SVM and KNN
1.3.3. Metrics and Scores for Ranking

1.4. Regression Algorithms

1.4.1. Lineal Regression, Logistical Regression and Non-Lineal Models
1.4.2. Time Series
1.4.3. Metrics and Scores for Regression

1.5. Clustering Algorithms

1.5.1. Hierarchical Clustering Techniques
1.5.2. Partitional Clustering Techniques
1.5.3. Metrics and Scores for Clustering

1.6. Association Rules Techniques

1.6.1. Methods for Rule Extraction
1.6.2. Metrics and Scores for Association Rule Algorithms

1.7. Advanced Classification Techniques. Multiclassifiers

1.7.1. Bagging Algorithms
1.7.2. Random “Forests Sorter”
1.7.3. “Boosting” for Decision Trees

1.8. Probabilistic Graphical Models

1.8.1. Probabilistic Models
1.8.2. Bayesian Networks. Properties, Representation and Parameterization
1.8.3. Other Probabilistic Graphical Models

1.9. Neural Networks.

1.9.1. Machine Learning with Artificial Neural Networks
1.9.2. Feedforward Networks

1.10. Deep Learning

1.10.1. Deep Feedforward Networks
1.10.2. Convolutional Neural Networks and Sequence Models
1.10.3. Tools for Implementing Deep Neural Networks

Intelligent systems learn through neural networks similar to human ones. Learning to program one will help you boost your job profile"

Teaching Objectives

The knowledge in this Postgraduate certificate will become the turning point that the computer engineer seeks to improve their career path. In this way, TECH has developed a series of objectives to guide the student's learning and therefore bring new and ingenious technological ideas to their work environment.

Delve into your learning and you will see how you will get that managerial position you desire"

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

The Postgraduate certificate in Design and Development of Intelligent Systems in Data Science qualifies students to:

Analyze the step from information to knowledge
Develop the different types of machine learning
Examine metrics and scores to quantify model quality
Implement the different machine learning algorithms
Identify probabilistic reasoning models
Lay the foundations for deep learning
Demonstrate the skills acquired to understand the various machine learning algorithms
Address the data mining process
Understand the types of machine learning
Develop the ability to identify the appropriate learning algorithms for each type of problem

Postgraduate Certificate in Intelligent Systems Design and Development in Data Science

Delve into the fascinating world of artificial intelligence and data analysis with our Postgraduate Certificate in Intelligent Systems Design and Development. At TECH Global University, we offer specialized online classes that will allow you to acquire key skills in this exciting area of study. Our online classes give you the flexibility to learn from the comfort of your home, adapting your schedule according to your needs. You will be able to access Postgraduate Certificate materials, participate in interactive sessions, complete hands-on projects that will help you develop advanced intelligent systems, and receive support from all of our faculty members who are trained to teach online in the best, most creative and innovative way.

The best online specializations are studied at TECH Global University.

In this program, you'll dive into the fundamentals of intelligent systems design and development. You'll learn about machine learning algorithms, natural language processing, computer vision and other cutting-edge techniques used in artificial intelligence. In addition, you will explore how to apply these techniques to data analysis in the field of Data Science. Intelligent systems design and development is a highly sought-after skill in today's job market. With our knowledge and experience, you will be prepared to face challenges in technology companies, research and development, consulting and other sectors that are looking for professionals with the capabilities to harness the power of artificial intelligence in their operations and strategies. Join TECH Global University's Postgraduate Certificate in Design and Development of Intelligent Systems in Data Science and take your skills in artificial intelligence and data analysis to the next level. Enroll now and be part of the technological revolution with our online Postgraduate Certificates!