Natural Language Processing Specialization

Break into NLP. Master cutting-edge NLP techniques through four hands-on courses! Updated with TensorFlow labs in December 2023.

Instructors: Eddy Shyu +2 more

What you'll learn

  •   Use logistic regression, naïve Bayes, and word vectors to implement sentiment analysis, complete analogies & translate words.
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  •   Use dynamic programming, hidden Markov models, and word embeddings to implement autocorrect, autocomplete & identify part-of-speech tags for words.
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  •   Use recurrent neural networks, LSTMs, GRUs & Siamese networks for sentiment analysis, text generation & named entity recognition.
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  •   Use encoder-decoder, causal, & self-attention to machine translate complete sentences, summarize text, and answer questions.
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    • Skills you'll gain

  •   Machine Learning Methods
  •   Tensorflow
  •   Artificial Intelligence
  •   Linear Algebra
  •   Deep Learning
  •   Feature Engineering
  •   Machine Learning Algorithms
  •   Keras (Neural Network Library)
  •   Artificial Neural Networks
  •   Data Processing
  •   Probability & Statistics
  •   PyTorch (Machine Learning Library)

    • Specialization - 4 course series

    • Use encoder-decoder, causal, and self-attention to perform advanced machine translation of complete sentences, text summarization, and question-answering. Learn models like T5, BERT, and more with Hugging Face Transformers!

    Natural Language Processing with Probabilistic Models

    Natural Language Processing with Sequence Models

    Natural Language Processing with Attention Models

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