When Should I Use a Classification Report in Python Scikit-Learn)?
The classification report is often used in machine learning to compute the accuracy of a classification model based on the values from the confusion...
Classification In Machine Learning (with Python Example)
Classification in machine learning is a supervised learning approach in which computer programs try to classify categorical data by observing and learning from observations...
Classification Machine Learning Project in Scikit-Learn (Python Example)
In this article, we will use Python to learn Scikit-learn through a typical machine learning classification problem. We will: Load the Titanic dataset with...
Making Sense of the Confusion Matrix in Python (Scikit-learn)
The confusion matrix is often used in machine learning to compute the accuracy of a classification algorithm. It can be used in binary classifications...
PCA: Principal Component Analysis in Python (Scikit-learn Examples)
In this tutorial, you will learn about the PCA machine learning algorithm using Python and Scikit-learn. What is Principal Component Analysis (PCA)? PCA, or...
Unsupervised Learning in Machine Learning (with Python Example)
Unsupervised learning is one of the techniques used in machine learning to train models by finding patterns in unlabelled data. To learn, computers need...
How to Make a Scree Plot with Python and PCA (Scikit-Learn)
As part of the series of tutorials on PCA with Python, we will learn how to plot a scree plot on the Iris dataset....
How to Plot the PCA Feature Explained Variance in Python (Scikit-Learn Example)
As part of the series of tutorials on PCA with Python, we will learn how to plot a feature explained variance plot on the...
How to Plot a 2D PCA Scatterplot (with Python Example)
As part of the series of tutorials on PCA with Python, we will learn how to plot a 2D PCA graph (scatter plot) on...
What is the Explained Variance in PCA (Python Example)
As part of the series of tutorials on Python PCA, we will learn what the explained variance is and what it means in Principal...
How to Plot a 3D PCA Scatterplot (with Python Example)
As part of the series of tutorials on PCA with Python, we will learn how to plot a 3D PCA graph (scatter plot) on...
How to Load the Iris Dataset in Pandas DataFrame with Python (Sklearn Example)
To lead the iris dataset in a Pandas DataFrame with Scikit-Learn and Python, use the load_iris() function from the sklearn.datasets module. Here is how...
What is Google Chrome Omnibox?
The Google Chrome Omnibox is the Google Chrome Address bar. The US VS Google trial was mentioning improving ranks of the Omnibox. But what...
SEO Cannibalization Analysis (Python Example & Tutorial)
In this tutorial, we’ll delve how to use Python to diagnose Keyword Cannibalzation, empowering you to incorporate this system into your SEO workflows effectively....
How to Scrape Google without Getting Blocked (for FREE) Example
In this tutorial, I will show you how to scrape Google Search Results using Apify. Here is an example where I scraped 5 keywords...
How Google Uses History Data in Ranking (History Component)
In this post, I will explain how Google uses history data to rank documents in search. The learnings come from the patent titled “Document...
How to Automate Python Scripts with Task Scheduler (Windows example)
Automate SEO Tasks using Python and Windows task scheduler
Document Scoring Based on Query Analysis – Google Patents SEO
In this post, I will explain the learning from the Google patent titled “Document scoring based on query analysis” by Jeffrey Dean, Paul Haahr,...
Google’s Document Locator – How Google Search Works
In this series on learning SEO with Google patents, I will explain what the Document Locator is, how it works, and how Google may...
How to Learn Machine Learning?
Beginners with no programming or mathematical background can learn machine learning. The mathematical, statistical and programming skills can be learn with dedicated learning. To...
THE 8 BEST Websites to Practice Web Scraping
When practicing web scraping, find a good playground for improving your scraping techniques. Web scraping puts a load on a website’s server and can...
How to Make PCA Biplots in Python (with Examples)
A PCA biplot is a specific type of biplot created using Principal Component Analysis (PCA). In this PCA with python tutorial, we will learn...
Classifying Search Results – Google Patents SEO
In this series on learning SEO with Google patents, I will cover some of what I have learned reading the Google patent titled “Classifying...
if __name__ == ‘__main__’: What does it mean? (Python)
When you start working with other people’s code you will run into the if __name__ == '__main__' statement at the end of the Python...
How to do Model Evaluation in Machine Learning with Python (Scikit-Learn examples)
Model evaluation is used in machine learning to evaluate the performance of a model and compare different models in order to choose the best...
3 Ways to Install Python on MacOS (with VIDEO)
In this tutorial, I will demonstrate how to install python3 on MacOS. MacOS comes with Python 2 preinstalled, but you will want to install...
Web Scraping With Selenium in Python (with Example) – Browser Automation
Easy tutorial to help non-developers install Selenium Webdriver using Python. Selenium Webdriver is an amazing tool for SEO automation.
Selenium Driver Methods
There are 63 methods that can be used on the Selenium driver object. To learn more about Selenium, read our Selenium with Python Tutorial....
How to Install Chrome Driver Executable File in Selenium (with Python Example)
To be able to use Selenium, you will need to install a browser and the browser driver. Selenium supports multiple web browsers, but since...
How to Verify Domain Ownership via DNS record in Google Search Console
Google Search Console allows validating your site at a domain level in a way that includes all versions of your site (https/http/www./m.). Google Search...
Learn Data Science Online for Free (Full Tutorial)
This guide is for self-tough individuals would would like to learn data science for free. In this online tutorial, you will have plenty of...
Learn Shell for Data Science (Command-line/Terminal)
Learning the Unix shell, also known as command-line interface (CLI), command prompt or terminal, is beneficial for data scientists because it allows efficient data...
Web Scraping with Python: Complete Guide
In this tutorial, you will learn what web scraping is and how to scrape websites with Python. For this tutorial, you will need to...
Train Test Split in Python (Scikit-learn Examples)
In Python, train_test_split is a function in the model_selection module of the popular machine learning library scikit-learn. This function is used to perform the...
Python Loops (with Examples)
In this article, we will talk about the different kinds of loops in Python, their syntax, and how to use conditional statements to improve...
Python If… Elif… Else… (with Examples)
In Python, the if, elif, else statements are control flow statements used to apply conditions for the Python code execution. The if, elif, and...
Python Functions (with Examples)
In this Python for Beginners tutorial you will learn what Python functions are and how to create and use them. What is a Python...
How to Create a Simple XML Sitemap With Python (example)
XML sitemaps are useful for the discovery of URLs by Google. Some free tools let you create XML sitemaps, but usually have a limitation...
Python File Handling: Read, Write and Delete Files in Python
File handling in Python programming represents the action of interacting with files using Python built-in functions or modules. The most common function in Python...
Web Scraping With Python and Requests-HTML (with Example)
In this web scraping tutorial, you will learn how to extract SEO information from a website using Python Requests-HTML. Learn how to extract meta...
Tweepy Basics Functions for Twitter API (Python)
In this tutorial, we will learn the basic functions that you can use to interact with the Twitter API with Python. This tutorial is...
How to Use Python Requests Library (Example and Video) – Guided Tutorial
The Python requests library is an HTTP requests library in Python. Python Requests Example In this tutorial, you will learn how to use the...
How to Install Git and Github in VSCode (with Example)
The first step to being able to use Github with VSCode is to set-up Git on your computer and enable in it VSCode. This...
What are Integrated Development Environments (IDE) and Why Use Them?
Integrated development environments (IDE) are used by developers to improve their computer programming workflow through the use of multiple integrated tools. In this tutorial,...
Web Scraping with XPath (with Python Example)
In this tutorial, you will learn what Xpath is and how to leverage Xpath in web scraping. XPath allows you to locate exact elements...
Web Scraping with CSS Selectors (with Python Examples)
In this tutorial, you will learn what CSS Locators are and how to leverage CSS Selectors in web scraping. CSS Selectors allow you to...
Python Data Types (with Examples)
In Python programming, a data type is the classification of data that defines the possible operations that can be done on the object. Python...
Python Tuples (with Examples)
In Python, Tuples are an immutable data structure of the sequence type that store a collection of data. Just like with a list, Tuples...
Python Control Flows
Control flows in Python defines the order that the computer executes statements, instructions or function calls in a script. They are used to write...
Web Scraping with BeautifulSoup (Python Examples)
Today, you will learn about how to do web scraping with BeautifulSoup. You will learn how to use the requests library to fetch web...
How to Commit and Push Code to Github Repository (VS Code Example)
Visual Studio Code (VSCode) is a code editor that helps you to develop, run and debug code with built-in syntax highlighting, code completion and...
Sitemap Could not be Read (Sitemap Couldn’t fetch examples) in Google Search Console
To fix the Sitemap Couldn’t fetch error in Google Search Console you need to make sure that the sitemap is available at the URL...
Web Scraping Tutorial (with Examples)
In this tutorial, you will learn what is web scraping and how to perform web scraping. What is Web Scraping Web scraping is the...
Python Sets (with Examples)
Sets in Python are one of the 4 data types used to store collections of data: dictionaries, lists, sets, tuples. Sets can be defined...
Easy Introduction to Python (with Examples)
In this tutorial, we will have a first easy introduction to Python and the basic concepts that you will need to know when getting...
How to use WordPress API with Python (example)
In this tutorial, you will learn how to use the WordPress API with Python. The WP API is an Application Programming Interface that allows...
3 Ways how to Run Python Code (Terminal, Shell, IDEs and Notebooks) with Example
In this beginner Python tutorial, you will learn about the 3 ways that you can use to run Python. Along the way, you will...
Boost Your SEO with Machine Learning: A Guide to GSC Using Python and Plotly
Search engine optimization (SEO) is critical for any website hoping to rank well in search engine results pages (SERPs). One way to improve your...
How to Clone a Git Repository with Git Clone (Remote and Local) Examples
In this tutorial, you will learn about how to use the git clone command to clone an existing repository from a remote. Cloning a...
Data Visualization in Python
Data visualization is critical for data analysis. Without it, it is challenging, or sometimes even impossible to share insights on your data. In this...