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A Complete Natural Language Processing Beginner Masterclass™

 


A Complete Natural Language Processing Beginner Masterclass™

 A Complete Natural Language Processing Beginner Masterclass™ Learn Core NLP Theory. Projects: Sentiment Analysis, Fake News Detector, Topic Models, LSTMs, Speech Recognition & More!

What you'll learn

  • Sentiment Analysis on Steam Video Game reviews.
  • Make your own product recommendation system.
  • Google Colab Cloud-Based Notebooks for using Python: to be up-to-date with what's being used in the Data Science world 2020!
  • Convert Speech To Text
  • Create a Fake News Detector with Deep Learning
  • Make Classifiers for Text Analysis.
  • Get comfortable using Python for NLP applications
  • Machine Learning for Language Applications
  • A good foundation in Linguistics to help learn NLP concepts.
  • Machine Learning Modelling Techniques
  • Deep Learning: Neural Networks, RNN, LSTM
  • Perform Speech Recognition
  • Create Chatbots

Description

This course takes you from a beginner level to being able to understand NLP concepts, linguistic theory, and then practice these basic theories using Python - with very simple examples as you code along with me.

If you are new to Python or any computer programming, the course instructions make it easy for you to code together with me. I explain code line by line.

The gentle pace takes you gradually from these basics of NLP foundation to being able to understand Mathematical & Linguistic (English-Language based, Non-Mathematical) theories of Deep Learning.

Natural Language Processing Foundation

  • Linguistics & Semantics - study the background theory on natural language to better understand the Computer Science applications
  • Pre-processing Data (cleaning)
  • Regex, Tokenization, Stemming, Lemmatization
  • Part-of-Speech Tagging

The topics outlined below are taught using practical Python projects! 

  • Text Classification & Sentiment Analysis
  • Unsupervised Sentiment Analysis
  • Topic Modelling
  • Word Embedding with Deep Learning Models
  • LSTM using TensorFlow, Keras Sequence Model
  • Speech Recognition
  • Convert Speech to Text

Who this course is for:

  • Anyone who is curious about data science & NLP
  • Those who are in the Business & Marketing world - learn use NLP to gain insight into customers & products. Can help at interviews & job promotions.
  • If you intend to enrol in an NLP/Data Science course but are a total newbie, complete this course before to avoid being lost in class since it can seem overwhelming if classmates already have a foundation in Python or Datascience.

 A Complete Natural Language Processing Beginner Masterclass™


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