Self-supervised Learning – The Pros and Cons

Self-Supervised Learning (SSL) models have a lot of potential, but their downsides deserve attention, too.

Machine learning is a fast-moving field, with new, exciting innovations emerging all the time. This rapid advancement quickly produces solutions to pressing issues, but it also makes it easy for technologies to gain serious momentum before people fully understand them. Self-supervised learning (SSL) is one such technology.

In SSL, models train themselves by using one part of their data to predict and label others. It works similarly to unsupervised learning but focuses on drawing conclusions from information rather than clustering or grouping.

With 59% of global executives accelerating their investments in ML, it’s important to take a step back to understand these technologies before fully embracing them. Here’s a closer look at the pros and cons of self-supervised learning.

Pros of Self-Supervised Learning

The world’s rising interest in SSL is understandable. This technology offers several

What to Consider When Choosing a Remote Work Phone System

If you’re wondering what a remote work phone system is and how it will revolutionize your work life, then you’ve come to the right place.

The pandemic upended, amongst other things, the ritual of the office space. All of a sudden, remote working became commonplace. But although life has started to return to normal (whatever that is), don’t expect everyone to rush back to the office just yet.

Working from home—or wherever you happen to be that day—has proven to be a boon to companies everywhere. Lower overheads, higher productivity, and increased flexibility are among the myriad benefits that working virtually can offer.

But to get the most out of remote working, it’s crucial for the individual’s working space to be optimized. Don’t worry—we’re not talking about installing adjustable desks and ergonomic chairs all over the place. But without a shadow of a doubt, you need to invest in a

How AI is Transforming the Shopping Experience

Digital transformation has touched almost every industry, and it has significantly contributed to industry growth and evolution. But one industry has witnessed the most extensive transformation, and that’s the retail sector. In fact, in 2020, the AI in retail market size stood at USD 3.75 billion, and it is projected to grow at a CAGR of 30.5%.

AI in retail has transformed the way retail businesses operate. With AI’s help, retail businesses can now offer customers a wholesome shopping experience. As a result, they can serve customers better and retain them too.

This post will give you an overview of how AI in retail is transforming your shopping experience. So, let’s get started!

AI in Retail – Solutions Aiding Transformation

AI has reached far and wide across different industries, and it aligns with almost every business environment. And when AI enters the retail industry, there are several aspects of

Very affordable mini PC with performance caveats

Techaeris Rated 8.8/10

Earlier this year, we had the opportunity to review the GEEKOM Mini IT8 small form factor computer. Given the size and specifications, it was a pretty decent computer with an affordable price tag for basic home or business computing. The company does have a few other options as well, with varying specifications at varying price points.

Estimated reading time: 7 minutes

Our GEEKOM MiniAir 11 review looks at a similar small form factor computer that is easily upgradable, VESA mountable, but with lower specifications and, as a result, a lower price point. If you already read our Mini IT8 review, this one will be pretty similar aside from the performance section. On that note, read on for our full review!


The GEEKOM MiniAir 11 Mini PC we reviewed has the following features and specifications:

Processor 11th Gen Intel® Celeron® Processor N5095 (4 Cores, 4 Threads, 4M Cache, up to

What Does DevOps Culture Mean?

The best way to describe DevOps is as a team effort to create, develop, and quickly deploy secure software. DevOps approaches allow software developers (Dev) and operations (Ops) team members to expedite delivery through automation, teamwork, continuous feedback, and iterative development.

A DevOps delivery method builds on the cross-functional strategy of creating and deploying applications more quickly and iteratively, which stems from an agile software development methodology. By adopting DevOps, companies are choosing to enhance their application’s workflow and value provision by fostering a more collaborative culture across the development lifecycle. 

DevOps Culture Philosophy

Small, interdisciplinary, experienced teams with shared responsibilities operate together across any DevOps enterprise’s development, QA, and operations departments. Teams must concentrate on quality products and rapid delivery by:

  • Collaborative actions;
  • Automation;
  • Stakeholders’ feedback.

The business itself is also expected to

  • Reduce departmental silos;
  • Allow teams to act independently;
  • Adopt rules and procedures for governance that promote