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Natural Language Processing with Classification and Vector Spaces

DeepLearning.AI

W1 Sentiment Analysis with Logistic Regression

  • Extract features from text into numerical vectors, then build a binary classifier for tweets using a logistic regression

W2 Sentiment Analysis with Naïve Bayes

  • Error analysis, Naive Bayes inference, Log likelihood, Laplacian smoothing, Conditional probabilities, Bayes rule, Sentiment analysis, Vocabulary creation, Supervised learning

W3 Vector Space Models

  • Create word vectors that capture dependencies between words, then visualize their relationships in two dimensions using PCA

W4 Machine Translation and Document Search

  • Transform word vectors and assign them to subsets using locality sensitive hashing, in order to perform machine translation and document search.

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DeepLearning.AI NLP Specialization course

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