Technologies / Artificial Intelligence

Auto-Keras - automatic machine learning

The training introduces participants to the world of Auto-Keras, an advanced automatic machine learning tool based on the Keras library. During the hands-on workshop, participants will learn the process of automating the design and training of neural networks. The program focuses on the practical application of Auto-Keras in real projects, with an emphasis on the implementation and optimization of deep learning models.

Issues

Architecture and operating principles of Auto-Keras
Automatic design of neural networks
Hyperparameter optimization strategies
Data preprocessing techniques
Transfer learning at Auto-Keras
Methods of regularization
Implementation of production models
Monitoring and updating models
Integration with the Keras ecosystem
Best practices in deep learning projects
Debugging and troubleshooting
Use cases in real projects

Benefits

The participant will acquire practical knowledge of using Auto-Keras in deep learning projects
Will develop the ability to effectively design and train neural networks using automation
Will learn advanced techniques for optimizing neural network architectures
Will gain knowledge of learning transfer methods and their application in practice
Will be able to implement and monitor deep learning models in a production environment
Will learn to identify situations where Auto-Keras can bring the greatest benefit

Who is this training for?

Python programmers interested in deep learning

ML engineers working with neural networks

Data science professionals looking to automate DL processes

Researchers and scientists working with deep learning models

AI solution architects

AI application developers

Data analysts looking to expand their expertise with deep learning

Prerequisites

Knowledge of basic programming in Python
Basic knowledge of machine learning
Understand the concept of neural networks
Experience in working with data

Training program

Integration with the Keras ecosystem
Configuring the environment
Overview of available functionality
Preparation of data and models
Data structures in Auto-Keras
Data preprocessing and augmentation

Configuration of search parameters

Architectural search strategies
Optimization of hyperparameters
Learning transfer mechanisms

Implementation and maintenance
Export models to production format
Integration with existing systems

Strategies for updating models

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

What are the prerequisites for this training?

For Auto-Keras - automatic machine learning we recommend: Knowledge of basic programming in Python; Basic knowledge of machine learning; Understand the concept of neural networks.

What is the format and duration of this training?

The training lasts 2 days and is available in online and on-site format. Sessions run from 9:00 AM to 4:00 PM. We can also customize the schedule to fit your team's needs.

Who is this training designed for?

This training is designed for: Python programmers interested in deep learning; ML engineers working with neural networks; Data science professionals looking to automate DL processes.

What practical skills will I gain from this training?

You will acquire practical knowledge of using Auto-Keras in deep learning projects, develop the ability to design and train neural networks using automation, learn advanced neural architecture optimization techniques, and implement and monitor deep learning models in production.

What topics does the program cover?

The program covers Auto-Keras basics, automated neural architecture search, neural network training automation, transfer learning methods and their practical applications, and production deployment and monitoring of deep learning models.

Do I receive a certificate after completing this training?

Yes, upon successful completion you receive an EITT certificate confirming your skills in Auto-Keras and automatic machine learning. The certificate is recognized by employers in the IT industry.