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Technologies / Artificial Intelligence

Advanced Apache SINGA techniques

The training deepens knowledge of Apache SINGA, focusing on advanced deep learning model implementation and optimization techniques. Participants will learn specialized distributed training methods, advanced network architectures, and production deployment techniques. The program is delivered in the form of intensive workshops where theory is immediately translated into practical implementations.

Required participant preparation

  • Advanced Python programming knowledge

  • Experience implementing distributed systems

  • Practical deep learning knowledge

  • Familiarity with GPU computing systems

Benefits

  • Deep knowledge of Apache SINGA architecture
  • Ability to implement distributed ML systems
  • Ability to optimize training performance
  • Knowledge of memory management techniques
  • Practical knowledge of production deployments
  • Ability to debug distributed systems
  • Knowledge of latest trends in distributed ML
  • Certificate confirming advanced skills

Who is this training for?

Experienced ML/DL programmers
AI solution architects working on distributed systems
ML engineers specializing in scalable systems
R&D specialists in distributed deep learning
Technical Leaders of AI teams
Data Scientists working on large models
Researchers in distributed computing
DevOps specialists deploying AI solutions

Training program

01

Distributed system components

  • Distributed programming models
02

Memory management

  • Communication optimization
  • Advanced model implementation
  • Distributed gradient descent
03

Model parallelism

  • Parameter server architecture
  • Synchronous vs asynchronous training
  • Performance optimization
04

Communication reduction techniques

  • Load balancing
  • Memory optimization
  • GPU acceleration
  • Deployment and monitoring
05

Deployment patterns

  • Fault tolerance
  • Performance monitoring
  • System scaling

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?

The Advanced Apache SINGA techniques training does not require specialized prior knowledge. Basic IT knowledge is sufficient.

What is the format and duration of this training?

The training lasts 3 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: Experienced ML/DL programmers; AI solution architects working on distributed systems; ML engineers specializing in scalable systems.

Klaudia Janecka
Klaudia Janecka Opiekun szkolenia

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Funding Options

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Up to 80%

Development Services Database

Up to 80% funding for SMEs from EU funds

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Up to 100%

National Training Fund

Up to 100% funding for employers

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