Archives for Support Vector Machine

26 Jun

Classifying Fake and Real Job Advertisements using Machine Learning

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image-13527

In this article, we will train the machine learning classifier on Employment Scam Aegean Dataset (EMSCAD) to identify the fake job advertisements. First, we will visualize the insights from the fake and real job advertisement and then we will use the Support Vector Classifier in this task which will predict the real and fraudulent class labels for the job advertisements after successful training. Finally, we will evaluate the performance of our classifier using several evaluation metrics. 

The post Classifying Fake and Real Job Advertisements using Machine Learning appeared first on Analytics India Magazine.

22 Jun

Hands-On Guide to Predict Fake News Using Logistic Regression, SVM and Naive Bayes Methods

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image-13423

In this article, we will train the machine learning classifiers to predict whether given news is real news or fake news. For this task, we will train three popular classification algorithms - Logistics Regression, Support Vector Classifier and the Naive-Bayes to predict the fake news. After evaluating the performance of all three algorithms, we will conclude which among these three is the best in the task.

The post Hands-On Guide to Predict Fake News Using Logistic Regression, SVM and Naive Bayes Methods appeared first on Analytics India Magazine.

04 Jun

Understanding The Basics Of SVM With Example And Python Implementation

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image-4926

When you enter the Machine Learning dimension, it is highly likely that one of the first classifier algorithms you might come across is SVM,  you will find that SVM is all over the place. SVM which stands for Support Vector Machine is one of the most popular classification algorithms used in Machine Learning. In this…

The post Understanding The Basics Of SVM With Example And Python Implementation appeared first on Analytics India Magazine.

11 Mar

Flight Ticket Price Prediction Hackathon: Use These Resources To Crack Our MachineHack Data Science Challenge

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image-3152

Flight ticket prices are difficult to guess; today we may see a price, but check out the price of the same flight tomorrow, it will be a different story. MachineHack’s latest hackathon gives data science enthusiasts, especially who are starting their data science journey, a chance to learn by trying to predict the prices for…

The post Flight Ticket Price Prediction Hackathon: Use These Resources To Crack Our MachineHack Data Science Challenge appeared first on Analytics India Magazine.