Curriculum

2 Topics
Welcome to Natural Language Processing
Getting Help

6 Topics
Intro to NLP
Text Processing
Spam Classifier with Naïve Bayes
Part of Speech Tagging with HMMs
Project: Part of Speech Tagging
(Optional) IBM Watson Bookworm Lab

8 Topics
Introduction to Computing With Natural Language
Feature extraction and embeddings
Topic Modeling
Sentiment Analysis
Sequence to Sequence
Deep Learning Attention
RNN Keras Lab
Project: Machine Translation

5 Topics
Course Introduction
Intro to Voice User Interfaces
(Optional) Alexa History Skill
Speech Recognition
Project: DNN Speech Recognizer

3 Topics
Recurrent Neural Networks
Long Short-Term Memory Networks (LSTM)
Hyperparameters

1 Topic
Keras

2 Topics
Sentiment Analysis with Andrew Trask
Sentiment Prediction RNN

1 Topic
TensorFlow 2

1 Topic
Embeddings and Word2Vec

4 Topics
Introduction to PyTorch
Embeddings & Word2Vec
Implementation of RNN & LSTM
Deploying PyTorch Models

2 Topics
Python Regular Expression
BeautifulSoup Library

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Natural Language Processing

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