While artificial intelligence and machine learning both offer many benefits to business owners and individuals, there are always risks when adding new technology to your workplace. Although technology can help to automate your business and save you money in the long run, data poisoning is something you need to be aware of when implementing new technology. Keep reading as we discover what data poisoning is and why you need to be aware of this risk.
Data Poisoning – What Is It?
When hackers tamper with any machine learning training data, this is what we are referring to when we use the term data poisoning. It’s very similar to other issues such as malware, where someone is hoping to attack your business. The aim of data poisoning is to gain access to the machine learning database, so that incorrect and misleading information is left for the system to learn from. This results in artificial intelligence conclusions which could be detrimental to your future business operations.
You’ll find that there are two different types of data poisoning attacks. The first works to attack the availability of the data that can be read, which is a simpler process for hackers. They just aim to add as much bad data into your database as they possibly can. On the other hand, other attacks will target the works of your database, allowing the system to be manipulated. Both of these types of attacks mean even the most complex machine learning system is useless for your business.
Why Should You Be Concerned About Data Poisoning?
More and more businesses are using artificial intelligence and machine learning in their daily processes. This means that your business is left in the hands of your systems, so when the data is corrupted, there will be more issues in your workplace.Â
Many of these systems are still in their very early days, but as data continues to progress and they become more complex, even the smallest of changes could make your system completely useless. With the help of technology, we can work to simplify our business processes, but cybercriminals are doing all that they can to stop this technology from being beneficial to companies around the world.
Protecting Yourself From Data Poisoning
The good news is that there are ways you can protect any database from future issues. Good cybersecurity will help to protect AI and ML databases, stopping them from being corrupted. Make sure you also update your software on a regular basis and keep training your employees so that they are confident in protecting your workplace.
Our team is here to support you with your data security and ensure that you aren’t a victim of data poisoning in the future. Contact us today to discuss any concerns you have about protecting your databases or to learn how we can help you to have your most successful year yet by implementing new technology in your workplace.
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