Home
Machine Learning Fundamentals
Cancel

Regression, Logistic Regression and Maximum Entropy

 The Python code for Logistic Regression can be forked/cloned from my Git repository. It is also available on PyPi. The relevant information in the blog-posts about Linear and Logistic Regressio...

Sentiment Analysis with the Naive Bayes Classifier

From the introductionary blog we know that the Naive Bayes Classifier is based on the bag-of-words model. With the bag-of-words model we check which word of the text-document appears in a positive...

Sentiment Analysis with bag-of-words (part 2)

In the previous post we have learned how to do basic Sentiment Analysis with the bag-of-words technique. Here is a short summary: To keep track of the number of occurences of each word, we toke...

Sentiment Analysis with bag-of-words

update: the dataset containing the book-reviews of Amazon.com has been added to the UCI Machine Learning repository. Introduction: In my previous post I have explained the Theory behind three of ...

Visualizing Data

We all know that visualizing data is an important part of Data Science. If it is done wrong, it can be boring not grabbing the attention of the readers, or even worse; convey the wrong message. If ...

Text Classification and Sentiment Analysis

Introduction: Natural Language Processing (NLP) is a vast area of Computer Science that is concerned with the interaction between Computers and Human Language [1]. Within NLP many tasks are - or c...

Post-Election Analysis: Twitter vs traditional polls

As promised, here is the post-election analysis. Although my predicted voting percentage for AKP was much closer to the actual result compared to most of the traditional polls, it is also true that...

Four more years of AKP?

Short summary: According to Analysis of Twitter data, the upcoming elections of 1 November will result in a victory for AKP. AKP: 47.13% CHP: 22.35% MHP: 18.84% HDP: 11.68% I will keep updating t...

Predicting the Turkish General Elections with Twitter Data

Social Media and Automated Sentiment Analysis Social Media monitoring and analysis has become increasingly popular since the Web 2.0 because it provides an easy and effective way to directly measur...