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Technologies / Artificial Intelligence

NLP with TensorFlow - advanced deep learning techniques

The training focuses on advanced deep learning techniques in natural language processing using the TensorFlow framework. The program covers the design, implementation and optimization of complex neural architectures for language tasks. Classes are conducted in the form of intensive workshops, where participants work on real NLP projects using the latest developments in deep learning. Special emphasis is placed on the practical aspects of implementing models in a production environment and optimizing their performance.

Issues

  • Deep learning architectures for NLP

  • Advanced training techniques

  • Optimization of models

  • Mechanisms of attention

  • Transformers and their variants

  • Distributed training

  • TensorFlow Serving

  • Quantization of models

  • Performance profiling

  • Production deployment

  • Monitoring models

  • Scaling NLP solutions

Benefits

  • Upon completion of the training, the participant will be able to design and implement advanced deep learning architectures for NLP tasks
  • Will gain the ability to effectively use TensorFlow to create scalable language solutions
  • Will be able to optimize model performance for production applications
  • Will learn to implement state-of-the-art neural architectures for text processing
  • Will master techniques for training and implementing large-scale models
  • Will gain hands-on experience in solving complex NLP problems

Who is this training for?

Deep learning specialists working with NLP
ML engineers with experience in TensorFlow
Data scientists specializing in language models
AI researchers developing neural models
AI application developers
ML solution architects
NLP experts implementing production models

Prerequisites

  • Advanced knowledge of TensorFlow
  • Experience in deep learning
  • Sound knowledge of NLP
  • Practice in the implementation of ML models

Training program

01

Recurrent networks (RNN, LSTM, GRU).

  • Recurrent networks (RNN, LSTM, GRU).
  • Mechanisms of attention
  • Transformer architectures
  • Advanced regularization techniques
  • Implementation in TensorFlow
  • Efficient data processing
  • Custom layers and loss functions
  • Advanced training techniques
02

Distributed training

  • Distributed training
  • Optimization of models
  • Techniques for accelerating training
  • Quantization and pruning
  • Inference optimization
03

Performance profiling

  • Performance profiling
  • Deployment and scaling
04

TensorFlow Serving

  • TensorFlow Serving
  • Optimization for memory
05

Deployment techniques

  • Deployment techniques
  • Monitoring 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

Your Learning Path

NLP with TensorFlow - advanced deep learning techniquesCurrent training

Frequently asked questions

Who is the NLP with TensorFlow - advanced deep learning techniques training for?

This training is designed for professionals looking to develop skills in nlp with tensorflow - advanced deep learning techniques. Required level: advanced.

How long is the NLP with TensorFlow - advanced deep learning techniques training?

The training lasts 5. 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.

Patrycja Petkowska
Patrycja Petkowska 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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Trusted by

We train teams at Poland's largest companies

ING Bank - EITT client
mBank - EITT client
PKO Bank Polski - EITT client
PZU - EITT client
Allianz - EITT client
T-Mobile - EITT client
KGHM - EITT client
PGE - EITT client
IKEA - EITT client
InPost - EITT client
Leroy Merlin - EITT client
ZUS - EITT client

Interested in this training?

Contact us - we'll prepare an offer tailored to your organization's needs.

500+ experts
2500+ trainings available
ISO 9001 quality certified
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