You will master Convolutional Model Training to make accurate image predictions, thanks to this 100% online postgraduate certificate"

Do you aspire to specialize in Data Distribution Modeling? Thanks to this program you will achieve it in only 150 hours"  

This postgraduate certificate in Autoencoders, GANs, and Diffusion Models in Deep Learning contains the most complete and up-to-date program on the market. The most important features include:

• The development of case studies presented by experts in Autoencoders, GANs, and Deep Learning Diffusion Models
• The graphic, schematic and practical contents of the program provide Sports and practical information on those disciplines that are essential for professional practice
• Practical exercises where the self-assessment process can be carried out to improve learning
• Its special emphasis on innovative methodologies 
• Theoretical lessons, questions to the expert, debate forums on controversial topics, and individual reflection assignments
• Content that is accessible from any fixed or portable device with an Internet connection

You will implement state-of-the-art techniques in your models to improve both their performance and generalization capacity"

The program’s teaching staff includes professionals from the sector who contribute their work experience to this program, as well as renowned specialists from leading societies and prestigious universities. 

The multimedia content, developed with the latest educational technology, will provide the professional with situated and contextual learning, i.e., a simulated environment that will provide immersive education programmed to learn in real situations. 

This program is designed around Problem-Based Learning, whereby the professional must try to solve the different professional practice situations that arise during the academic year For this purpose, the students will be assisted by an innovative interactive video system created by renowned and experienced experts.  

You will delve into the construction of Coding Architectures and feed Machine Learning models for multiple tasks"

This program will make you learn in a theoretical and practical way with virtual learning systems, so that you can develop your work with a guarantee of successful results"

Thanks to this immersive educational experience, graduates will become true professionals in the area of Deep Learning. After 150 teaching hours, students will acquire a solid and practical understanding of the most advanced techniques in the field of Deep Learning: Autoencoders, GANs and Diffusion Models. In this way, they will effectively apply them in their projects to perform synthetic content generalization tasks, feature extraction and modeling of high dimensional data. In addition, students will master the Python programming language to build web applications quickly and efficiently.

At the end of this 6-week program, you will have gained the tools necessary to launch your career as an Artificial Intelligence Software Engineer"

General Objectives

• Fundamentalize the key concepts of mathematical functions and their derivatives
• Apply these principles to deep learning algorithms to learn automatically
• Examine the key concepts of Supervised Learning and how they apply to neural network models
• Analyze the training, evaluation and analysis of neural network models
• Fundamentals of the key concepts and main applications of deep learning
• Implement and optimize neural networks with Keras
• Develop expertise in the training of deep neural networks
• Analyze the optimization and regularization mechanisms required for deep neural network training

Specific Objectives

• Implement PCA techniques with an incomplete linear autoencoder
• Use convolutional and variational autoencoders to improve the performance of autoencoders
• Analyze how GANs and diffusion models can generate new and realistic images new and realistic images
• Encourage students to explore new ideas, experiment with different approaches and develop creative solutions using advanced Deep Learning techniques

A totally flexible university program with educational excellence, that you can study comfortably from your cell phone, computer or tablet"