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cours-pstaln's Introduction

PSTALN

Aix-Marseille Université

Prédictions structurées pour le traitement automatique du langage naturel (PSTALN)

Master IAAA Intelligence Artificielle & Apprentissage Automatique (M2)


Program

Week1

  • Word Embeddings
  • Contextualized Word Representations

Week2

  • Convolutional Neural Networks (CNN) in NLP
  • Recurrent Neural Networks (RNN) in NLP

Week3

  • Structured Prediction
  • Semantic Frame Parsing
  • Label Encodings

Week4

  • Advanced Architectures
  • CRF models
  • Viterbi Decoding
  • Beam Search

Week5

  • Neural Attention Models
  • Language Models
  • Adversarial Models

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