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Home
Python 3
Project Overview

Fake Review Detection Using NLP and Machine Learning

Project Overview
What You Will Learn

Project Overview

Online reviews significantly influence purchasing decisions. However, many businesses and individuals post fake reviews to manipulate ratings, mislead customers, or damage competitors' reputations.

In this project, we will build a Fake Review Detection System using Natural Language Processing (NLP) and Machine Learning. The model will analyze review text and predict whether a review is likely to be Real or Fake.

Throughout this project, we will learn how to clean textual data, convert text into numerical features, train a machine learning model, evaluate its performance, and use it to classify new reviews.

What You Will Learn

By completing this project, you will learn how to:

Import and explore text datasets.
Clean and preprocess textual data.
Apply Natural Language Processing (NLP) techniques.
Convert text into numerical vectors using TF-IDF.
Train a Machine Learning classification model.
Evaluate model performance using various metrics.
Predict whether a new review is fake or genuine.

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Fake Review Detection Using NLP and Machine Learning

Contents

Project Overview

What You Will Learn

Fake Review Detection System using Machine Learning

Recommended Handbooks

C++ Handbook

Python Basics Handbook

Javascript Handbook

ReactJS Projects Handbook

Computer Networks Tutorial

Operating System Tutorial

DBMS and SQL Tutorial

Java Tutorial

C Language Tutorial

PHP Tutorial

Android Tutorial

Linux Guide Tutorial

Data Structures and Algorithms Tutorial

Computer Architecture

HTML 5 References Tutorial

Docker Tutorial

GIT (Using Github) Tutorial

Go Language Tutorial

GIT Guide

CSS Tutorial

Advanced Data Structures

Spring Framework Tutorial

Spring Boot Tutorial

Kotlin Tutorial

Apache Cordova Tutorial

Python Tutorial

SASS-SCSS Tutorial

MongoDB Tutorial

Numpy Tutorial

PL-SQL Tutorial

Python Built-in Functions Tutorial

Pandas Tutorial

Elasticsearch Tutorial

Matplotlib Tutorial

Web Scraping Tutorial

Networking with Python

Tkinter Tutorial

Java Programs Tutorial

Java Examples Tutorial

Servlet Tutorial

JSP Tutorial

Java Type Conversion Tutorial

Java 8 Tutorial

Java 9 Tutorial

Java 10 Tutorial

Java 11 Tutorial

Java Util Library Tutorial

Building a Contact Us Form in ReactJS

Building a Age Calculator App Using ReactJS

Movie Recommendation System Project Using Content-Based Filtering

Recipe Finder App using ReactJS

Sales Data Analysis Project for Beginners Using Data Science

Student Performance Analysis Project for Beginners Using Data Science

Word Counter Tool Using ReactJS

Customer Churn Prediction Project Using Classification Techniques

Basic Expense Tracker App using ReactJS

Simple Binary to Decimal Converter in React

Real-Time Unit Converter in React

House Price Prediction Using Machine Learning (XGBoost)

Weather Data Analysis and Visualization Using Python

Expandable Accordion Component using React

OTP Verification Component using React

Cricket Data Analysis Using Python

Credit Card Fraud Detection for Beginners using Data Science

Deep learning Tutorial

Software Development Life Cycle Tutorial

Stock Price Prediction for Beginners using Data Science

Apache Kafka Tutorial

Angular Handbook

Django Handbook

Computer Programming Tutorial

Tensorflow Tutorial

Java OOPs Concepts Tutorial

Building an Image Classification System Using CNN