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Artificial Intelligence II: Advanced Neural Network Architectures

Issuer: Federal Institute of Education, Science and Technology of Triângulo Mineiro (IFTM)·Period: In progress·Duration: 40h

Advanced training in Artificial Intelligence focused on modern neural network architectures, including convolutional networks, recurrent models such as LSTM, and techniques for imbalanced data and dimensionality reduction.

Key topics

  • Redes neurais convolucionais (CNN)
  • Mapas auto-organizáveis de Kohonen
  • Redes LSTM
  • Tratamento de dados desbalanceados
  • Redução de dimensionalidade

Practical application

Application of advanced neural network architectures in building intelligent solutions, including processing of complex and sequential data.

Impact

Deeper understanding of advanced machine learning models, expanding the ability to tackle real-world problems with complex data.