Omdena Academy Courses

Applying Word Embeddings in Natural Language Processing

December 29, 2023


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For whom is this course?

The course is for beginner and enthusiastic intermediate learners of natural language processing.


What will you learn?

This course aims to teach you various Word Embedding techniques and you will build a classification model using text data.


Prerequisites

A sound understanding of Deep Learning with basic knowledge of LSTM


Syllabus

  • The basics of Natural Language Processing such as Bag of Words, TF-IDF, etc.
  • Word Embeddings and their advantages in the real world
  • Word Embeddings algorithms:
    • Word2Vec – Continuous Bag of Words and SkipGram Models
    • GloVe
    • FastText
  • Word Embeddings intrinsic vs. extrinsic evaluations
  • Word Embedding Layer with an LSTM model
  • A case study on text classification with text data represented as Word Embedding Vectors

Instructors




Course Info

Certificateyes
Duration6 hours
Start DateMay 28, 2022
Last Registration DateMay 25, 2022
No of Students40
Skill Levelintermediate

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