Graph Algorithms

September 16, 2024

Graph Algorithms

Practical Examples in Apache Spark and Neo4j



Discover how graph algorithms can help you leverage the relationships within your data to develop more intelligent solutions and enhance your machine learning models. 


You’ll learn how graph analytics are uniquely suited to unfold complex structures and reveal difficult-to-find patterns lurking in your data. 


Whether you are trying to build dynamic network models or forecast real-world behavior, this book illustrates how graph algorithms deliver value—from finding vulnerabilities and bottlenecks to detecting communities and improving machine learning predictions.


This practical book walks you through hands-on examples of how to use graph algorithms in Apache Spark and Neo4j—two of the most common choices for graph analytics. 

Also included: sample code and tips for over 20 practical graph algorithms that cover optimal pathfinding, importance through centrality, and community detection.


  • 📊 Learn the key differences between graph analytics and conventional statistical analysis.
  • 🔄 Understand the workings of classic graph algorithms and their practical applications.
  • 🤔 Get guidance on selecting the appropriate algorithms for various types of analytical questions.
  • 🖥️ Explore algorithm examples with implemented code and sample datasets from Spark and Neo4j.
  • 🌐 See how connected feature extraction enhances machine learning accuracy and precision.
  • 🛠️ Walk through the process of creating a machine learning workflow for link prediction using Neo4j and Spark.

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Ultimate Big Data Analytics with Apache Hadoop

September 16, 2024

Ultimate Big Data Analytics with Apache Hadoop


Ultimate Big Data Analytics with Apache Hadoop
Master Big Data Analytics with Apache Hadoop Using Apache Spark, Hive, and Python (English Edition)

Master the Hadoop Ecosystem and Build Scalable Analytics Systems
Book DescriptionIn a rapidly evolving Big Data job market projected to grow by 28% through 2026 and with salaries reaching up to 150, 00 annually—mastering big data analytics with the Hadoop ecosystem is most sought after for career advancement.

The Ultimate Big Data Analytics with Apache Hadoop is an indispensable companion offering in-depth knowledge and practical skills needed to excel in today's data-driven landscape.
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📘 The book provides a comprehensive introduction to data lakes, data warehouses, and related concepts.
🌐 It covers core Hadoop components like HDFS, YARN, MapReduce, and Apache Tez, with a balanced mix of theory and practical exercises.
🐘 Hands-on experience is offered with query engines such as Apache Hive and Apache Spark.
📊 Detailed instructions on setting up and configuring clusters using Docker are included.
📈 Big data visualization and statistical analysis in Python are emphasized.
🚀 Equips data engineers, analysts, and big data professionals with practical skills for scalable data pipelines and effective application of machine learning techniques.
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Building Web Applications in PHP

September 08, 2024

Building Web Applications in PHP



Building dynamic and interactive web applications is an essential skill in today’s digital world. 

Whether you're creating a personal project or developing a commercial website, understanding how to use PHP alongside other key technologies is crucial. 

This course is part of the Web Applications for Everybody Specialization, designed to equip you with foundational knowledge of PHP, HTML, CSS, and web server interaction.

Overview of Web Application Structure

In this course, you’ll dive into the fundamental structure of web applications, learning how a web browser communicates with a web server. 

The core concepts of the request/response cycle are covered, including the essential HTTP methods such as GET, POST, and Redirect. Understanding how data flows between a client and server is vital for building responsive and user-friendly applications.

PHP Basics: Syntax and Data Structures

Mastering PHP is central to this course. You will learn the basic syntax and core data structures, such as variables, logic, iteration, arrays, and error handling. 

Additionally, superglobal variables—unique to PHP—will be introduced. These are powerful tools in managing user input and server responses. 

Gaining confidence in these areas will allow you to write more efficient, scalable code.


Setting Up the Development Environment

Before you can start coding, setting up a local development environment is necessary.

 You’ll gain the skills to install and configure an integrated PHP/MySQL environment like XAMPP or MAMP. 

This will enable you to build, test, and run your web applications locally before deploying them to a live server.

Key Topics You Will Learn

Throughout the course, several essential topics will be covered:

🌐 Introduction to Dynamic Web Content: Understand how a browser interacts with a web server through the Request-Response Cycle.

📜 Hypertext Markup Language (HTML): Learn the foundational markup language for structuring web content.

🎨 Cascading Style Sheets (CSS): Explore how to style web pages and create visually appealing layouts.

💻 PHP Installation & SQL Setup: Master the installation of MAMP/XAMPP and setting up a MySQL database.

🔢 PHP Arrays: Discover how PHP handles arrays and their versatile use cases in managing data.

🔧 PHP Functions: Learn to create reusable code by building and utilizing functions in PHP.

📝 PHP and HTML Forms: Delve into the interaction between PHP and HTML forms, making your applications more dynamic and interactive.

Course Modules Details

Introduction to PHP

PHP is one of the most widely used server-side scripting languages. 

The course introduces PHP in a beginner-friendly way, starting from how to embed PHP within HTML to more complex topics like form handling, functions, and database interaction. 

By the end of the module, you’ll have a strong grasp of how to use PHP to add interactivity and functionality to web applications.

Exploring PHP Arrays and Functions

Arrays in PHP are powerful and versatile tools, and the course provides an in-depth look at how to manipulate and iterate over arrays. 

Similarly, you will explore PHP functions, learning how to create reusable code blocks that make your applications more modular and easier to maintain.

PHP and HTML Forms

One of the key topics in this course is understanding how to handle user input through HTML forms and process it with PHP. 

You’ll learn how to create secure and efficient forms that capture data from users and interact with the server. 

This knowledge is crucial for building interactive features like user registration, login systems, and file uploads.

Why This Course Is a Must-Take

If you’re interested in mobile and web development, this course will provide you with the essential building blocks. 

The course covers both the theoretical and practical aspects, ensuring that by the end, you’ll have created your own fully functioning web application. 

This course is recommended for anyone looking to expand their skills in PHP and server-side development.

Start your journey today and build robust web applications with PHP!

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