Byte-Sized-Chunks: Twitter Sentiment Analysis (in Python)

4 Hours

$20.00$40.00

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14 Lessons (4h)

What Are You Feeling Like?
A Sneak Peek at what's coming up2:36
Sentiment Analysis - What's all the fuss about?17:17
Using VADER for Sentiment Analysis5:42
Sentiment Analysis as an Machine Learning Classification Problem5:01
Machine Learning used for Sentiment Analysis3:54
ML Solutions for Sentiment Analysis - the devil is in the details19:57
Sentiment Lexicons ( with an introduction to WordNet and SentiWordNet)18:49
Installing Python - Anaconda and Pip9:00
Back to Basics : Numpy in Python18:06
Back to Basics : Numpy and Scipy in Python14:19
Regular Expressions17:53
Regular Expressions in Python5:41
Put it to work : Twitter Sentiment Analysis17:48
Twitter Sentiment Analysis - Work the API20:00
Twitter Sentiment Analysis - Regular Expressions for Preprocessing12:24
Twitter Sentiment Analysis - Naive Bayes, SVM and Sentiwordnet19:40
Using Bigrams as a Feature in Classification3:46
Identifying words with negation3:08
Wrapping up and further reading1:38

DescriptionInstructorImportant DetailsRelated Products

Use Python & The Twitter API to Build Your Own Sentiment Analyzer

LoonycornLoonycorn | An Ex-Google, Stanford, & Flipkart Team 4.3/5 Instructor Rating: ★ ★ ★ ★ ★ ★

Loonycorn is comprised of a couple of individuals —Janani Ravi and Vitthal Srinivasan—who have honed their tech expertise at Google and Stanford. The team believes it has distilled the instruction of complicated tech concepts into funny, practical, engaging courses, and is excited to be sharing its content with eager students.

Description

Sentiment Analysis or Opinion Mining is a field of Neuro-linguistic Programming (NLP) that aims to extract subjective information like positive/negative, like/dislike, emotional reactions, and the like. It's an essential component of Machine Learning as it provides valuable training data to a machine. Over this course, you'll learn real examples of why Sentiment Analysis is important and how to approach specific problems using Sentiment Analysis.

Access 14 lectures & 4 hours of content 24/7
Learn Rule-Based & Machine Learning-Based approaches to solving Sentiment Analysis problems
Understand Sentiment Lexicons & Regular Expressions
Design & implement a Sentiment Analysis measurement system in Python
Grasp the underlying Sentiment Analysis theory & its relation to binary classification
Identify use cases for Sentiment Analysis
Perform a real Twitter Sentiment Analysis

Specs

Important Details

Length of time users can access this course: lifetime
Access options: web streaming
Certification of completion not included
Redemption deadline: redeem your code within 30 days of purchase
Experience level required: all levels
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Requirements

Internet access
Basic experience with Python is suggested

Terms

Unredeemed licenses can be returned for store credit within 30 days of purchase. Once your license is redeemed, all sales are final.

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