Postgraduate certificate Machine Learning in the Company

This high-level course discusses the types of learning that exist and examines the different algorithms used for each type of learning depending on the objective we have in our data mining process. In this program we will deepen in an important part of Artificial Intelligence such as machine learning. The objective of this program is to develop the entire data mining process with a focus on the machine learning process. The final topics focus on a particular method of machine learning, namely neural networks and their evolution to deep learning and their implementation in real applications.

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”

Why study at TECH?

TECH is the world’s largest online university. With an impressive catalog of more than 14,000 university programs available in 11 languages, it is positioned as a leader in employability, with a 99% job placement rate. In addition, it relies on an enormous faculty of more than 6,000 professors of the highest international renown.

Study at the world's largest online university and guarantee your professional success. The future starts at TECH”

The world’s best online university according to FORBES

The prestigious Forbes magazine, specialized in business and finance, has highlighted TECH as “the world's best online university” This is what they have recently stated in an article in their digital edition in which they echo the success story of this institution, “thanks to the academic offer it provides, the selection of its teaching staff, and an innovative learning method aimed at educating the professionals of the future”

A revolutionary study method, a cutting-edge faculty and a practical focus: the key to TECH's success.

The most complete study plans on the university scene

TECH offers the most complete study plans on the university scene, with syllabuses that cover fundamental concepts and, at the same time, the main scientific advances in their specific scientific areas. In addition, these programs are continuously being updated to guarantee students the academic vanguard and the most in-demand professional skills. In this way, the university's qualifications provide its graduates with a significant advantage to propel their careers to success.

TECH offers the most comprehensive and intensive study plans on the current university scene.

A world-class teaching staff

TECH's teaching staff is made up of more than 6,000 professors with the highest international recognition. Professors, researchers and top executives of multinational companies, including Isaiah Covington, performance coach of the Boston Celtics; Magda Romanska, principal investigator at Harvard MetaLAB; Ignacio Wistumba, chairman of the department of translational molecular pathology at MD Anderson Cancer Center; and D.W. Pine, creative director of TIME magazine, among others.

Internationally renowned experts, specialized in different branches of Health, Technology, Communication and Business, form part of the TECH faculty.

A unique learning method

TECH is the first university to use Relearning in all its programs. It is the best online learning methodology, accredited with international teaching quality certifications, provided by prestigious educational agencies. In addition, this disruptive educational model is complemented with the “Case Method”, thereby setting up a unique online teaching strategy. Innovative teaching resources are also implemented, including detailed videos, infographics and interactive summaries.

TECH combines Relearning and the Case Method in all its university programs to guarantee excellent theoretical and practical learning, studying whenever and wherever you want.

The world's largest online university

TECH is the world’s largest online university. We are the largest educational institution, with the best and widest online educational catalog, one hundred percent online and covering the vast majority of areas of knowledge. We offer a large selection of our own degrees and accredited online undergraduate and postgraduate degrees. In total, more than 14,000 university degrees, in eleven different languages, make us the largest educational largest in the world.

TECH has the world's most extensive catalog of academic and official programs, available in more than 11 languages.

Google Premier Partner

The American technology giant has awarded TECH the Google Google Premier Partner badge. This award, which is only available to 3% of the world's companies, highlights the efficient, flexible and tailored experience that this university provides to students. The recognition as a Google Premier Partner not only accredits the maximum rigor, performance and investment in TECH's digital infrastructures, but also places this university as one of the world's leading technology companies.

Google has positioned TECH in the top 3% of the world's most important technology companies by awarding it its Google Premier Partner badge.

The official online university of the NBA

TECH is the official online university of the NBA. Thanks to our agreement with the biggest league in basketball, we offer our students exclusive university programs, as well as a wide variety of educational resources focused on the business of the league and other areas of the sports industry. Each program is made up of a uniquely designed syllabus and features exceptional guest hosts: professionals with a distinguished sports background who will offer their expertise on the most relevant topics.

TECH has been selected by the NBA, the world's top basketball league, as its official online university.

The top-rated university by its students

Students have positioned TECH as the world's top-rated university on the main review websites, with a highest rating of 4.9 out of 5, obtained from more than 1,000 reviews. These results consolidate TECH as the benchmark university institution at an international level, reflecting the excellence and positive impact of its educational model.” reflecting the excellence and positive impact of its educational model.”

TECH is the world’s top-rated university by its students.

Leaders in employability

TECH has managed to become the leading university in employability. 99% of its students obtain jobs in the academic field they have studied, within one year of completing any of the university's programs. A similar number achieve immediate career enhancement. All this thanks to a study methodology that bases its effectiveness on the acquisition of practical skills, which are absolutely necessary for professional development.

99% of TECH graduates find a job within a year of completing their studies.

Syllabus

The Postgraduate certificate in Machine Learning in the Company is a tailor-made program that is delivered in a 100% online format so that the student can choose the time and place that best suits his or her availability, schedule and interests. A program that takes place over 6 weeks and is intended to be a unique and stimulating experience that will lay the foundations for professional success.

In this Postgraduate certificate you will be able to combine the efficiency of the most advanced learning methods, with the flexibility of a program created to adapt to your possibilities of dedication, without losing quality"

Syllabus

The Postgraduate certificate in Machine Learning in the Company of TECH Global University is an intensive program that prepares the student to face challenges and business decisions in the field of Machine Learning in the Company .

The content of the Postgraduate certificate in Machine Learning in the Company is designed to promote the development of skills that enable more rigorous decision making in uncertain environments.

Over the course of 150 hours, the student analyzes a plethora of practical cases through individual and teamwork. It is, therefore, an authentic immersion in real business situations.

This Postgraduate certificate deals in depth with the world of computer science in the business environment, and is designed to train professionals who understand the Diploma in Machine Learning in the Company from a strategic, international and innovative perspective.

A plan designed for students, focused on their professional improvement and that prepares them to achieve excellence in the field of business management and administration. A program that understands both yours and your company's needs through innovative content based on the latest trends, and supported by the best educational methodology and an exceptional faculty, which will provide you with the skills to solve critical situations, creatively and efficiently.

This Postgraduate certificate takes place over 2 weeks and is divided into 1 module:

Module 1. Automatic Learning

Where, When and How is it Taught?

It can be done completely online, from wherever and whenever you want and in a connected way, attending workshops and virtual conferences.

Module 1. Automatic Learning

1.1. Knowledge in Databases

1.1.1. Data Pre-Processing
1.1.2. Analysis
1.1.3. Interpretation and Evaluation of the Results

1.2. Machine Learning

1.2.1. Supervised and Unsupervised Learning
1.2.2. Reinforcement Learning
1.2.3. Semi-Supervised Learning Other Learning Models

1.3. Classification

1.3.1. Decision Trees and Rule-Based Learning
1.3.2. Support Vector Machines (SVM) and K-Nearest Neighbour (KNN) Algorithms
1.3.3. Metrics for Sorting Algorithms

1.4. Regression

1.4.1. Linear and Logistic Regression
1.4.2. Non-Linear Regression Models
1.4.3. Time Series Analysis
1.4.4. Metrics for Regression Algorithms

1.5. Clustering

1.5.1. Hierarchical Grouping
1.5.2. Partitional Grouping
1.5.3. Metrics for Clustering Algorithms

1.6. Association Rules

1.6.1. Measures of Interest
1.6.2. Rule Extraction Methods
1.6.3. Metrics for Association Rule Algorithms

1.7. Multiclassifiers

1.7.1. Bootstrap Aggregation or Bagging
1.7.2. Random Forests Algorithm
1.7.3. Boosting Algorithm

1.8. Probabilistic Reasoning Models

1.8.1. Probabilistic Reasoning
1.8.2. Bayesian Networks or Belief Networks
1.8.3. Hidden Markov Models

1.9. Multilayer Perceptron

1.9.1. Neural Network:
1.9.2. Machine Learning with Neural Networks
1.9.3. Gradient Descent, Backpropagation and Activation Functions
1.9.4. Implementation of an Artificial Neural Network

1.10. Deep Learning

1.10.1. Deep Neural Networks. Introduction
1.10.2. Convolutional Networks
1.10.3. Sequence Modeling
1.10.4. Tensorflow and Pytorch

Comprehensive yet specific, this program will take you to the concrete knowledge that the computer engineer needs to compete among the best in the industry"

Postgraduate Certificate in Machine Learning in Business

Automatic computer learning (AI) is a set of techniques and algorithms used to make computers learn autonomously from data provided to them. Instead of being explicitly programmed to perform a task, computers can ""learn"" to do so from examples, deriving patterns and correlations from large data sets.

In the business context, machine learning can be used to automate tasks and processes, improve efficiency and reduce costs. For example, companies can use machine learning to analyze large amounts of data, find patterns and trends, and make predictions, which can be used to improve inventory management, predict demand, personalize marketing, and improve the quality of customer service.

For machine learning to work in the enterprise, it is necessary to have a robust and well-organized data set. From this data, algorithms will be developed and analyzed by the computer to identify patterns and make predictions. This requires an initial investment of time and resources, as well as the creation of a team of data experts, data scientists and machine learning engineers.

Once patterns have been identified and the necessary algorithms have been developed, companies can implement machine learning solutions into their workflow and operations. However, it is important to continue to monitor system performance and adjust algorithms as needed to ensure the continued accuracy and relevance of machine learning.

Machine learning can be a powerful tool for improving efficiency and reducing costs in the enterprise context. However, its implementation requires a substantial investment of time and resources, as well as a wide range of technical expertise. Ultimately, the success of machine learning in business will depend on its ability to be integrated into existing processes and workflows, as well as its ability to generate accurate and meaningful results.