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Deep Learning Course 5 of 7

NLP Intro for Text - Sentiment Analysis with Deep Learning

Intuition Math Code

Level: Intermediate

Instructor: Mandy

$49.99 $99.99 50% Off - Limited Offer
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Course thumbnail for NLP Intro for Text - Sentiment Analysis with Deep Learning
Libraries:
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Course Includes:

play_circle26 Video Lectures

timerWatch Duration: 5 Hours

article52 Pages of Lecture Notes

auto_storiesReading Time: 4 Hours

fact_check139 Quiz Questions

code1452 Lines of Code

functions27 Inline Math Snippets

code148 Inline Code Snippets

auto_awesome59 Custom Visual Graphics

updateUpdated and Maintained

Deep Learning for Text Classification.

In this course, we cover the intuition, math, and code behind text classification models.

What you'll learn ...

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Get introduced to the vast field of Natural Language Processing

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Learn where text classification & sentiment analysis fall in the field of NLP

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Understand how neural networks can be used for NLP tasks

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Learn N-gram model architecture and how it processes text data

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Learn Sequence model architecture and how it processes text data

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Understand tokenization and how its applied to text

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Understand vectorization and how its applied to text

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Understand how standardization and normalization techniques are applied to text

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Gain an understanding for TF-IDF text vectorization

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Learn about word embeddings and how they work to encode text

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Understand how to use a MLP as an N-gram model for text classification

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Understand how to use a CNN as an Sequence model for text classification

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Gain an understanding for how 1D convolutions process text data

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Develop complete sentiment analysis projects in code with both PyTorch and TensorFlow

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Learn how to programmatically organize a text dataset for neural network training

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Gain experience of implementing text classification neural networks in code

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Understand how to preprocess text data in code

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Learn how to train and evaluate text classification networks in code

Course Technologies.

Our courses use Python, modern deep learning APIs, TensorFlow and PyTorch, Discord, and Jupyter.

TensorFlow logo Python logo Jupyter logo Discord logo PyTorch logo

NLP Intro for Text - Sentiment Analysis with Deep Learning Syllabus.

Learn the fundamental concepts and how to use the existing technology tools to develop deep learning models.

Part 1 - INTRODUCTION TO NLP AND TEXT CLASSIFICATION

Part 2 - TEXT CLASSIFICATION SENTIMENT ANALYSIS PROJECT

Section 4 - PyTorch Sequence Model Code Implementation

Lesson #22

Lesson thumbnail for Organize & Explore Dataset For Sequence Model - PyTorch Sentiment Analysis Project
Organize & Explore Dataset For Sequence Model - PyTorch Sentiment Analysis Project

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 29

timerWatch Duration: 11:20

auto_storiesReading Time: 9 Minutes

codeInline Code Snippets: 7

updateUpdated and Maintained

Lesson #23

Lesson thumbnail for Text Preprocessing for Sequence Model - PyTorch Sentiment Analysis Project
Text Preprocessing for Sequence Model - PyTorch Sentiment Analysis Project

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 6

codeLines of Code: 179

timerWatch Duration: 23:38

auto_storiesReading Time: 13 Minutes

codeInline Code Snippets: 13

functionsInline Math Snippets: 1

Lesson #24

Lesson thumbnail for Build Sequence Model - PyTorch Sentiment Analysis Project
Build Sequence Model - PyTorch Sentiment Analysis Project

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeLines of Code: 33

timerWatch Duration: 07:25

auto_storiesReading Time: 5 Minutes

codeInline Code Snippets: 5

updateUpdated and Maintained

Lesson #25

Lesson thumbnail for Train & Evaluate Sequence Model - PyTorch Sentiment Analysis Project
Train & Evaluate Sequence Model - PyTorch Sentiment Analysis Project

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 5

codeInline Code Snippets: 13

timerWatch Duration: 14:07

auto_storiesReading Time: 11 Minutes

auto_awesomeCustom Visual Graphics: 2

codeLines of Code: 172

Lesson #26

Lesson thumbnail for NLP Intro for Text - Sentiment Analysis with Deep Learning - Course Conclusion
NLP Intro for Text - Sentiment Analysis with Deep Learning - Course Conclusion

play_circleOn-Demand Video Lecture

articleFull Lecture Notes

fact_checkInteractive Quiz Questions: 1

timerWatch Duration: 02:36

auto_storiesReading Time: 3 Minutes

auto_awesomeCustom Visual Graphics: 1