Ayush Ranjan
Experience Projects Research
Experience Projects Research
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  • N-gram language models
    The classic statistical baseline. Predict the next token from the previous n−1.
  • RNNs (LSTM / GRU)
    Recurrent models that carry a hidden state across the sequence.
  • CNNs for sequences
    Convolutional models that read local windows in parallel.
  • Transformers
    Self-attention over the whole sequence, the modern default.

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© 2026 • Ayush Ranjan
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