Technologies / Artificial Intelligence

TensorFlow Lite for Android - machine learning on mobile devices

Specialized training focusing on the implementation of machine learning models in Android applications using TensorFlow Lite. The program covers both the theoretical foundations of ML and the practical aspects of optimizing models for mobile devices. Participants work on real-world examples, learning how to integrate different types of ML models into mobile applications. The workshop is conducted in a hands-on format using the latest tools and techniques.

Issues

TensorFlow Lite architecture
Conversion and optimization of models
Real-time image processing
Speech and text recognition
Quantization and compression of models
Hardware acceleration
Transfer learning on the device
Federated learning
Custom operators
On-device training
Performance profiling
Safety of ML models

Benefits

Implementing ML models on mobile devices
To master optimization techniques for TensorFlow Lite models
Methods for effective integration of ML with Android applications
Advanced data processing techniques on the device
To acquire skills in profiling and optimizing the performance of ML models
Mobile AI

Who is this training for?

Android developers interested in ML

ML engineers working with mobile devices

Developers of applications using AI

Mobile solution architects with ML elements

Mobile application optimization specialists

R&D engineers in the area of mobile AI

Prerequisites

Knowledge of the basics of machine learning
Experience in Android programming
Python language basics
Knowledge of linear algebra

Training program

Conversion of models
Optimization of models
Android integration
Implementation of ML models

Speech recognition

Time prediction
Performance optimization
Quantization of models
Pruning and compression

Performance profiling
Transfer learning
On-device training

Federated learning

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 TensorFlow Lite for Android - machine learning on mobile devices training for?

This training is designed for professionals looking to develop skills in tensorflow lite for android - machine learning on mobile devices. Required level: intermediate.

How long is the TensorFlow Lite for Android - machine learning on mobile devices 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.