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Introduction Document Retrieval in Machine Learning is part of a larger aspect known as Information Retrieval, where a given query by the user, the system tries to find relevant documents to the search query as well as rank them in order of relevance or match. They are different ways of Document retrieval, two popular ones are − Boolean Model Vector Space Model Let us have a brief understanding of each of the above methods. Boolean Model It is a set-based retrieval model.The user query is in boolean form. Queries are joined using AND, OR, NOT, etc. A document ... Read More
Linux is a powerful and versatile operating system that has gained immense popularity in computing world. One of most useful features of Linux is ability to combine and execute multiple commands at once, which can significantly improve your productivity and efficiency. In this article, we will discuss various techniques for combining and executing multiple Linux commands, along with examples that demonstrate their practical applications. Combining Commands with Pipes The most common way to combine Linux commands is by using pipes. A pipe is a feature that allows output of one command to be passed as input to another command. syntax ... Read More
Introduction In world of Unix and Linux, Bourne shell is a popular and widely used command-line interface for interacting with operating system. One of most powerful features of Bourne shell is command substitution, which allows you to use output of one command as input for another. This article will explore command substitution in Bourne shell, including how it works, why it's useful, and some practical examples. What is Command Substitution? In Bourne shell, command substitution is a feature that allows you to take output of one command and use it as input for another command. This is done by enclosing ... Read More
When working with a Unix-based operating system such as Linux or macOS, it is common to encounter situations where a process becomes unresponsive or needs to be terminated for some reason. Fortunately, there are several command-line utilities available that allow users to end processes in a variety of ways. In this article, we will explore three of most commonly used utilities for terminating processes: kill, pkill, and killall. We will cover their basic usage, common options, and examples of how they can be used to manage processes on a Unix system. Basic usage of kill, pkill, and killall Before diving ... Read More
Introduction The graph is a very useful data structure that can represent co-interactions. These co-interactions can be encoded by neural networks as embeddings to be used in different ML Algorithms. This is where the DeepWalk algorithm shines. In this article, we are going to explore the DeepWalk algorithm with a Word2Vec example. Let us learn more about Graph Networks on which the core of this algorithm is based. The Graph If we consider a particular ecosystem, a graph generally represents the interaction between two or more entities. A Graph Network has two objects – node or vertex and edge. ... Read More
You have planned and designed a highly effective marketing strategy, and you are also receiving positive responses. That’s the outcome of your digital team’s effort, who worked a day in and day out to drive more leads and conversions. So, pat your back for all that hard work! However, there’s something else you also need to take care of - tracking your digital performance. Evaluating how well your campaigns are performing is a great way to learn whether your marketing tactics are really working. Besides, monitoring your campaign performances also enable you to make the best use of your available ... Read More
The impact of the COVID-19 pandemic outbreak has remained even today, not only in terms of health but also for business owners. Although business owners and entrepreneurs are used to handling various ups and downs, the coronavirus has brought unprecedented challenges, and nearly every industry has been affected. However, while there are negative aspects of the pandemic, such as loss of lives, salary cuts, layoffs, and business losses, let's look at the other side of the coin. We have seen how new businesses have flourished during this period, and that people started relying on digital media to stay connected. ... Read More
Being a responsible digital marketing agency owner, you will receive multiple inquiries from potential clients who are seeking online marketing services for their eCommerce brands. So, you might have sent tons of quotes to date to maintain transparency. However, fine-tuning and making small changes to your quotation templates may create higher impacts on your potential clients. Because you don't want to miss out on a single opportunity and ensure that every quote creates a positive impact. In short, your clients should feel your authenticity and reliability, especially when they are choosing the right team to hand over their crucial ... Read More
The applications of data science extend to multiple fields and industries, starting from healthcare and education to commerce and logistics. The good news is digital marketing is no exception. It is a diverse field of study and multiple industries are leveraging its opportunities, as it is considered a foundation of today’s state-of-the-art technologies, including machine learning, self-driving cars, AI-based virtual assistants, and more. At first, the term may sound a bit hard to grasp, but rest assured that it has immense potential in boosting one’s digital marketing strategies. In the following paragraphs, we will learn about the role data ... Read More
Companies spend a significant portion of their revenue on developing unique branding strategies. Investing in building brand awareness is essential, especially if you are relatively a new player in the market. Once you create brand loyalty among your target audience, you can focus more on other advertising tactics. Digital branding involves the process of creating or promoting a specific attribute or USP that the potential buyers can immediately relate your business or brand to. It is the process of creating a name, a design, an insignia, and above all, a personality for your business that helps to stay ahead ... Read More