IIRF Online > Development > Data Science > Natural Language Processing > Natural Language Processing
Natural Language Processing by Udacity
Master the skills to get computers to understand, process, and manipulate human language. Build models on real data, and get hands-on experience with sentiment analysis, machine translation, and more.
Skills you will learn!
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
Natural Language Processing
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