Technologies / Artificial Intelligence

Real-time object detection with YOLO

The training focuses on the implementation of a real-time object detection system using the YOLO algorithm. Participants will learn the theoretical basics of the algorithm and gain practical skills in its implementation and customization. The workshop includes working with real data and optimizing system performance.

Issues

YOLO algorithm
Object detection
Real-time processing
Optimization of models
Working with a video stream
Transfer learning
Configuration of models
Performance analysis
Deployment of systems
Integration with cameras
Monitoring of systems
Solving performance problems

Benefits

Practical knowledge of the YOLO algorithm
Ability to implement real-time detection
Ability to optimize models
Experience working with video data
Knowledge of video stream processing techniques
Ability to implement production systems

Who is this training for?

Vision systems programmers

AI engineers working with object detection

Computer vision specialists

Real-time application developers

Robotics engineers

Monitoring systems analysts

Prerequisites

Basic knowledge of deep learning
Experience in Python programming
Basics of computer vision
Knowledge of image processing issues

Training program

Comparison with other detectors
Preparation of the environment

Implementation and customization
Working with pretreated models
Adaptation to custom object classes

Video stream processing

Camera integration

Performance analysis
Implementation in applications
Optimization and implementation
Techniques for accelerating inferencia
Deployment on different platforms

Troubleshooting

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 Real-time object detection with YOLO we recommend: Basic knowledge of deep learning; Experience in Python programming; Basics of computer vision.

What is the format and duration of this training?

The training lasts 1 day 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: Vision systems programmers; AI engineers working with object detection; Computer vision specialists.