Language Classification Using Machine Learning in Python

Language Classification Using Machine Learning in Python

Language Classification Using Machine Learning in Python - In this post, I present a step-by-step explanation how to build a model (actually three) to classify text into language categories. This…

In this post, I present a step-by-step explanation how to build a model (actually three) to classify text into language categories. This tool can be used on data that is parsed from online sources in order to categorise text into languages and filter the desired language before running analyses such as sentiment analysis.

Outline

For the sake of simplicity, the problem we aim to solve here is the classification of text into three possible languages: English, Dutch (Nederlands), and Afrikaans. We will:

  • read in raw data and clean it;
  • create a set of features that will be used to distinguish between the different languages;
  • visualise the features and determine the most important ones using principal component analysis (PCA);
  • build three predictive models: 1) Decision Tree, 2) Random Forest, and 3) Gradient Boost;
  • assess the predictive power of these models and select the most superior one.

python-programming machine-learning python

Bootstrap 5 Complete Course with Examples

Bootstrap 5 Tutorial - Bootstrap 5 Crash Course for Beginners

Nest.JS Tutorial for Beginners

Hello Vue 3: A First Look at Vue 3 and the Composition API

Building a simple Applications with Vue 3

Deno Crash Course: Explore Deno and Create a full REST API with Deno

How to Build a Real-time Chat App with Deno and WebSockets

Convert HTML to Markdown Online

HTML entity encoder decoder Online

Learn Python Programming

Learn Python Programming

How To Plot A Decision Boundary For Machine Learning Algorithms in Python

How To Plot A Decision Boundary For Machine Learning Algorithms in Python, you will discover how to plot a decision surface for a classification machine learning algorithm.

Learn Programming With Python In 100 Steps

Description We love Programming. Our aim with this course is to create a love for Programming. Python is one of the most popular programming languages. Python offers both object oriented and structural programming features. We take an hands-on...

Pipelines in Machine Learning | Data Science | Machine Learning | Python

Machine Learning Pipelines performs a complete workflow with an ordered sequence of the process involved in a Machine Learning task. The Pipelines can also

Learning Python: The Prompt, Then Read Template

The most Python programs will consist of three steps — getting input into the program, processing the input in some way, and outputting the results of the processing. I’m going to focus on one part of that step — getting input into a program — by prompting the user to enter some data and then reading the data into the program. This is a mostly straightforward process except for some data conversions that have to occur when you are inputting numbers.