What is MLOps? Machine Learning Operations (MLOps) is an acronym for Machine Learning Operations. MLOps is a basic component of Machine Learning engineering that focuses on optimizing the process of deploying machine learning models and maintaining and monitoring them. MLOps is a team effort that frequently includes data scientists, DevOps engineers, and IT. MLOps aims to boost automation and improve the quality of production models while simultaneously concentrating on business and regulatory needs, similar to DevOps and DataOps methodologies. MLOps began as a set of best practices, but it is gradually becoming a stand-alone solution to managing the ML lifecycle. ... Read More
It would have often occurred that the development team has moved on to a new project while the operations team provides feedback on the previous one. This caused the deadline to be pushed back, for the entire software development cycle or machine learning model development cycle. For this reason, IT has adopted the new ways of working for preparing software and machine learning models, they are MLOps and DevOps. In this blog, you will get to know about these terms and how they differ. What is DevOps? The term DevOps stands for Development + OperationS. It is a method in ... Read More
In the IT industry, each of these operational domains is cross-functional and provides a distinct value. And each of the Ops domains stems from a common broad mechanism of agile concepts, which were originally initially developed for the guidance of software developers for their development, but now have spread its wings to other domains of related technologies that are data-driven applications, AI, and ML. In this post, you will come across the popular terms in the world of Artificial Intelligence that have emerged to great extent. What is MLOps? MLOps is a collaboration and communication platform for data scientists and ... Read More
MLOps (Machine Learning Operations) has become a trend in the current world of Artificial Intelligence. There are several operations that are part of any machine learning process. This includes data versioning, feature engineering, model monitoring, experiment tracking, model serving, model deployment, etc. There are several tools and platforms in the market that could help you with these processes and get your work done efficiently with proper risk analysis. However, before you choose a product or platform for your project, you should thoroughly research it. Furthermore, you must ensure that the tools are compatible with the rest of your stack. So, ... Read More
A collection of methods, tools, and approaches are considered for a machine learning project to be successful and MLOps is a wide phrase that encompasses these approaches. Machine Learning Operations (MLOps) is a set of methods where data scientists and operations experts come together to collaborate and communicate. It's a machine-learning version of DevOps that's been tweaked to meet various ML components, such as changing data and the addition of new development jobs, such as ML engineers and data scientists. It's gradually becoming a stand-alone method for ML lifecycle management. Data collection, model generation, continuous integration/continuous delivery, orchestration, deployment, diagnostics, ... Read More
Python is a high-level, general-purpose programming language. It is used in website development, machine learning, and creative software technology. Guido Van Rossam created Python in the Netherlands in 1989. Python became public in 1991. New programmers are typically advised to learn Python. Ruby is an interpreted, open-source, object-oriented language. It was developed by Yukihiro Matsumoto in the year 1995. Ruby is an object-oriented language, hence everything is an object. OOP gives developer projects a modular structure. Read through this article to find out more about Python and Ruby and how they are different from each other. What is ... Read More
Viruses, Worms, and Trojan Horses are types of malicious software that infiltrate a system and try to create havoc, however what sets them apart is the way they attack, spread, and replicate. Read though this article to get an overview of how a virus is different from a worm, and what exactly is a Trojan Horse. What is a Virus? A virus is malicious software (malware) made up of little bits of code attached to legitimate programs. When that software is launched, the virus is launched as well. Viruses are malicious programs that infect computer files and spread ... Read More
Both TypeScript and JavaScript are used at the client-end for processing the server requests and rendering data on UI. Both are scripting languages, however Typescript supports some additional features, due to which it is sometimes regarded as the superset of JavaScript. Read through this article to find out more about TypeScript and JavaScript and how these two languages are different from each other. What is JavaScript? JavaScript is most often used as a component of webpages. Its webpage implementations enable client-side script to interact with the user and create dynamic sites. It is a programming language that is ... Read More
We are getting different types of services by using various modes of communication. The wired method of communication is one of the most efficient and successful modes. There are different types of cables available such as twisted pair cables, coaxial cables, and optical fiber cables. Read through this article to find out the characteristic features that differentiate these cables. What is a Twisted Pair Cable? A twisted pair cable comprises two insulated wires that have been twisted together. They are in use in the field of communications for a long time. You might have seen this type of cable ... Read More
All these three protocols provide a mechanism for flow control. Read through this article to get a basic overview of Stop and Wait, Go-Back-N, and Selective Repeat protocols. Stop and Wait Protocol It is the most fundamental flow control strategy. The transmitter sends one frame at a time to the receiver using this method. The transmitter will come to a halt and wait for the receiver to respond. The interval between sending a message and receiving an acknowledgment is known as the sender's waiting time, and the sender is idle during this time. After receiving an acknowledgment (ACK), the ... Read More
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