Technologies / Artificial Intelligence

Deep Learning with Keras - construction and training of neural networks

The training provides a comprehensive introduction to deep learning using the Keras framework. The program is designed to guide participants through the design, implementation and training of a variety of neural network architectures. During the intensive workshop, participants work with real projects, learning to implement both classic and modern deep learning architectures. The class combines a solid theoretical foundation with hands-on experience in the lab, enabling an understanding of the full model development cycle.

Issues

The training program covers key aspects of working with the Keras framework. Participants will learn about the system architecture, model design and implementation techniques, training and optimization methods, transfer learning, model implementation and development best practices. Special emphasis is placed on practical applications and effective use of Keras capabilities in real projects.

Benefits

Designing and implementing deep learning models using Keras
They will gain knowledge in a variety of neural architectures, training and optimization techniques, and implementing models in a production environment
Methods for effective model development, debugging techniques and best practices in deep learning projects

Who is this training for?

It is particularly valuable for data scientists working on neural models, developers implementing AI solutions, researchers applying deep learning to their projects, and solution architects designing AI systems

The program is also suitable for teams starting to work with advanced neural models

Prerequisites

Prior to the training, participants should have a basic understanding of Python and the basics of machine learning
Knowledge of basic linear algebra will also be helpful

Training program

API Model and Sequential API
Custom layers and callbacks

Model design
Classic neural architectures
CNN and recurrent networks
Implementation of custom models

Training and optimization

Regularization and dropout

Debugging models
Implementation and applications
Export and conversion of models
Performance optimization
Integration with systems
Monitoring and maintenance

Delivery Methods

Online

Convenience of participating from anywhere
Interactive live sessions with trainer
Materials available for 30 days
No travel costs

On-site

Direct contact with trainer and group
Intensive hands-on workshops
Networking with other participants
Full focus on learning

Frequently asked questions

Who is the Deep Learning with Keras - construction and training of neural networks training for?

This training is designed for professionals looking to develop skills in deep learning with keras - construction and training of neural networks. Required level: beginner.

How long is the Deep Learning with Keras - construction and training of neural networks training?

The training lasts 3. Available in online or on-site format.

Will I receive a certificate?

Yes — every participant receives a completion certificate confirming acquired competencies. EITT holds ISO 9001 accreditation.

Can this training be conducted for a closed group?

Yes — we offer dedicated closed trainings for companies. We customize the program to your team's needs. Contact us for an individual quote.