Udemy - Natural Language Processing with Deep Learning in Python [Last updated 10-2018]

Category: Technical

Tag: Perl/PHP/Python


Posted on 2019-12-19, by phaelx.

Description



Date: Dec 2019
Author: Lazy Programmer Inc.
[Last updated 10-2018]

Size: 3.4 GB
Format: MP4
Download     >>    https://www.uploadship.com/d88837f1f158392b
What you'll learn
   *Understand and implement word2vec
   *Understand the CBOW method in word2vec
   *Understand the skip-gram method in word2vec
   *Understand the negative sampling optimization in word2vec
   *Understand and implement GloVe using gradient descent and alternating least squares
   *Use recurrent neural networks for parts-of-speech tagging
   *Use recurrent neural networks for named entity recognition
   *Understand and implement recursive neural networks for sentiment analysis
   *Understand and implement recursive neural tensor networks for sentiment analysis


Course content

Outline, Review, and Logistical Things
   Introduction, Outline, and Review
   How to Succeed in this Course
   Tensorflow or Theano - Your Choice!
   Where to get the code / data for this course
   Preprocessed Wikipedia Data

Beginner's Corner: Working with Word Vectors
   Introduction, Outline, and Review
   How to Succeed in this Course
   Tensorflow or Theano - Your Choice!
   Where to get the code / data for this course
   Preprocessed Wikipedia Data

Review of Language Modeling and Neural Networks
   Introduction, Outline, and Review
   How to Succeed in this Course
   Tensorflow or Theano - Your Choice!
   Where to get the code / data for this course
   Preprocessed Wikipedia Data

Word Embeddings and Word2Vec
   Introduction, Outline, and Review
   How to Succeed in this Course
   Tensorflow or Theano - Your Choice!
   Where to get the code / data for this course
   Preprocessed Wikipedia Data

Word Embeddings using GloVe
   Introduction, Outline, and Review
   How to Succeed in this Course
   Tensorflow or Theano - Your Choice!
   Where to get the code / data for this course
   Preprocessed Wikipedia Data

Unifying Word2Vec and GloVe
   Introduction, Outline, and Review
   How to Succeed in this Course
   Tensorflow or Theano - Your Choice!
   Where to get the code / data for this course
   Preprocessed Wikipedia Data

Using Neural Networks to Solve NLP Problems
   Introduction, Outline, and Review
   How to Succeed in this Course
   Tensorflow or Theano - Your Choice!
   Where to get the code / data for this course
   Preprocessed Wikipedia Data

Recursive Neural Networks (Tree Neural Networks)
   Introduction, Outline, and Review
   How to Succeed in this Course
   Tensorflow or Theano - Your Choice!
   Where to get the code / data for this course
   Preprocessed Wikipedia Data

Theano and Tensorflow Basics Review
   Introduction, Outline, and Review
   How to Succeed in this Course
   Tensorflow or Theano - Your Choice!
   Where to get the code / data for this course
   Preprocessed Wikipedia Data

Legacy Word2vec Lectures
   Introduction, Outline, and Review
   How to Succeed in this Course
   Tensorflow or Theano - Your Choice!
   Where to get the code / data for this course
   Preprocessed Wikipedia Data


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