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Deep Learning Course

NLP Intro for Text - Sentiment Analysis with Deep Learning

Coding Focused Project Based Theory Based Hands-On

Pytorch TensorFlow Jupyter Discord

Level: Intermediate

Instructor: Mandy

$79.99 $99.99 20% Off - Limited Offer
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Course thumbnail for NLP Intro for Text - Sentiment Analysis with Deep Learning
What's Included:
play_circle 26 Video Lectures
code 1455 Lines of Code
timer Watch Duration: 5 Hours
functions 27 Inline Math Snippets
article 52 Pages of Lecture Notes
code 148 Inline Code Snippets
auto_stories Reading Time: 4 Hours
auto_awesome 59 Custom Visual Graphics
fact_check 139 Quiz Questions
update Updated 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

Natural Language Processing 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

Section 1 - Intro to Text Classification Models

Section 2 - N-gram Models

Section 3 - Sequence Models

Part 2 - TEXT CLASSIFICATION SENTIMENT ANALYSIS PROJECT

Section 1 - TensorFlow N-gram Model Code Implementation

Section 2 - TensorFlow Sequence Model Code Implementation

Section 3 - PyTorch N-gram Model Code Implementation

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
timerWatch Duration: 11:20
articleFull Lecture Notes
auto_storiesReading Time: 9 Minutes
fact_checkInteractive Quiz Questions: 5
codeInline Code Snippets: 7
codeLines of Code: 30
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
timerWatch Duration: 23:38
articleFull Lecture Notes
auto_storiesReading Time: 13 Minutes
fact_checkInteractive Quiz Questions: 6
codeInline Code Snippets: 13
codeLines of Code: 179
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
timerWatch Duration: 07:25
articleFull Lecture Notes
auto_storiesReading Time: 5 Minutes
fact_checkInteractive Quiz Questions: 5
codeInline Code Snippets: 5
codeLines of Code: 33
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
timerWatch Duration: 14:07
articleFull Lecture Notes
auto_storiesReading Time: 11 Minutes
fact_checkInteractive Quiz Questions: 5
auto_awesomeCustom Visual Graphics: 2
codeInline Code Snippets: 13
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
timerWatch Duration: 02:36
articleFull Lecture Notes
auto_storiesReading Time: 3 Minutes
fact_checkInteractive Quiz Questions: 1
auto_awesomeCustom Visual Graphics: 1