Average-Stochastic Gradient Descent (SGD) Weight-Dropped LSTM (AWD-LSTM)

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• Stochastic
• Large Language Model (LLM) ... Natural Language Processing (NLP) ...Generation ... Classification ... Understanding ... Translation ... Tools & Services
• Recurrent Neural Network (RNN) Variants:
  • Average-Stochastic Gradient Descent (SGD) Weight-Dropped LSTM (AWD-LSTM)
  • Long Short-Term Memory (LSTM)
  • Gated Recurrent Unit (GRU)
  • Bidirectional Long Short-Term Memory (BI-LSTM)
  • Bidirectional Long Short-Term Memory (BI-LSTM) with Attention Mechanism
  • Hopfield Network (HN)
• Optimization Methods
• Gradient Descent Optimization & Challenges
• Attention Mechanism ...Transformer ...Generative Pre-trained Transformer (GPT) ... GAN ... BERT

The AWD-LSTM has been dominating the state-of-the-art language modeling. All the top research papers on word-level models incorporate AWD-LSTMs. And it has shown great results on character-level models as well. ..The AWD-LSTM stands for ASGD Weight-Dropped LSTM. It uses DropConnect and a variant of Average-SGD (NT-ASGD) along with several other well-known regularization strategies. What makes the AWD-LSTM great? | Yashu Seth