Top 9 Ways to Overcome or Prevent AI Bias

Smart algorithms are only as good as their training data sets. As such, it’s not surprising that algorithmic bias (or Bias in Artificial Intelligence = AI Bias) increasingly pops up when Artificial Intelligence (AI) and Machine Learning (ML) models go into production.AI bias is dangerous because it could easily lead to poor decisions with disastrous consequences. I’m sure you have come across examples of AI bias in the news, like AI’s inability to recognize minorities and so on. So, it’s not hard to imagine businesses finding themselves in a legal nightmare. To understand more about how to avoid training data errors that might lead to these biases, consider reading up on the importance of high-quality AI datasets at Clickworker’s guide on avoiding training data errors.

AI bias is dangerous because it could easily lead to poor decisions with disastrous consequences. I’m sure you have come across examples of AI bias in the news, like AI’s inability to recognize minorities and so on. So, it’s not hard to imagine businesses finding themselves in a legal nightmare.

How do you overcome or prevent AI bias?

SEO keywords: dead or alive?

Content, search intent, user experience, differentiated user signals, and artificial intelligence (AI) — Google’s ranking criteria are becoming increasingly complex. So where does that leave keywords? Have the keywords in the text outlived their usefulness as ranking factors? The relevance of keywords for search engine optimization has changed. Online copywriters are now facing new challenges.

Top 5 Common Training Data Errors and How to Avoid Them

In traditional software development, the code is the most critical part. In contrast, what’s crucial in artificial intelligence (AI) and machine learning (ML) development is the data. This is because AI training data models include multi-stage activities that smart algorithms must learn in order to successfully perform tasks .

In this scenario, a small mistake you make during training today can cause your data model to malfunction. This can also have disastrous consequences—for example, poor decisions in the healthcare sector, finance, and of course, self-driving cars.

So, what training data errors should we look out for, and what steps can you take to avoid them? Let’s look at the top five data errors and how we can prevent them.

Emotion Recognition – How computers see through our emotions

Emotion recognition or emotion detection is a method of detecting sentiments based on images, videos, audio, and text leveraging artificial intelligence (AI). In this scenario, technology uses data from different sources like photographs, audio recordings, videos, real-time conversations, and documentation for sentiment analysis.

Emotion recognition has become increasingly popular in recent years. In fact, the global emotion detection market is forecasted to grow to $37.1 billion by 2026.

Part of the “affective computing” family of technologies, the primary objective is to help computers or machines interpret human emotions and affective states. This is done by examining non-verbal forms of communication like facial expressions, sentence constructions, the use of language, and more.

Diary studies – valuable insights for marketing

According to an old saying, you can only find real truths in diaries. Modern market research makes use of this wisdom. A diary that relates to the use of a device, app or software can provide valuable insights for marketing. How do diary studies work and what makes them so successful?

How search results exactly match the search intention of the user

Have you ever wondered how search engines work? There are literally billions of web pages available online with millions more being created every year. Search engines do not only help you find a particular site, they also help find content and information within that site.

Consider the fact that search results need to work within a website also helping you find the specific “widget” you’re looking for so that you can make your purchase.

Advantages and disadvantages of online surveys

Word has spread that opinion polls on the street or by phone are not exactly popular with the people they address. The Internet offers far more and better possibilities. But how do online surveys fare in practice? Where do we stand in terms of data quality, feedback and feasibility? What are the advantages and disadvantages of online surveys? A brief overview.

5 ways you can ensure your website attracts your ideal customers

When you’re focusing on making your website top-notch, you’ll want to ensure that it’s optimized to attract your ideal audience. This will consist of the people you’re trying to sell your products or services to.
You’ll want to consider every aspect of your typical customer’s journey, from how they usually come across your business, to what they’re likely to be looking for on your website. This will help you to get a better idea of how you can grab the attention of the most relevant people, and then hold their hand through the process of making a purchase.

In this article, I’m going to outline some of my top tips for ensuring that your website is going to attract your target customers. Read on to find out more.

Generating online profit with your own website — this is how it can be done

A popular website is practically a guarantee of economic success these days. If you are looking for a way to earn some money on the World Wide Web, a website is therefore a highly attractive option. However, in practice it is often more difficult than expected to generate the desired traffic and the corresponding revenue. This article will take a closer look at what really matters when it comes to moving up the ladder.

Your Own Website as a Freelancer – Why it Makes Sense

As a general rule, freelancers who have their own website get more jobs. The reason for this is simply that potential employers can get an idea of the services available, without much effort or the need for follow-up questions, and when interested can easily make contact.

Freelancers rely on always being able to find new projects and jobs to survive self-employment. To facilitate this, it’s initially important to be able to be found, demonstrate presence and in some way advertise yourself. Because freelancers today receive many or even most of their assignments via the internet, a website for a freelancer is more than a chance to just present yourself. It is the best business card you can create.