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nlp's Introduction

Procesamiento del Lenguaje Natural

Universidada de Buenos Aires - FIUBA- Especialización en Inteligencia Artificial

Challenge 1

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Hands on NLP basics with Python

  • vectorization
  • frequence vector
  • one-hot encoding

Colab: desafio_1_word2vec

Challenge 2

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A minimal rules-based bot from a Wikipedia article

  • Embeddings
  • text preprocessing
  • rules-based bot

Colab: desafio_2_bot

Challenge 3

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Playing with vectors from IMDB reviews

  • Word2Vec
  • Glove a and Fasttext Embeddings
  • Skip-gram
  • CBOW
  • Gensim

Colab: desafio_3_gensim

Challenge 4

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Movies charactes lines prediction with LSTM

  • RNN
  • LSTM
  • text prediction

Colab: desafio_4_rnn

Challenge 5

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Sentiment Analysis with clothes reviews

  • Sentiment Analysis

Colab: desafio_5_clothing_reviews

Challenge 6

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QA bot

  • sequence to sequence models
  • translators
  • chat bots

Colab: desafio_6_bot_qa

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