Data Collection and AI
By Matt Brennan
Data collection and AI are increasingly important tools for a variety of human tasks. Our use of artificial intelligence is only limited by our imagination, and we’re able to do more with it seemingly every day. Programs are being built that can beat the smartest humans at our favorite games, such as chess and go. Soon it will be driving our cars, cooking our meals, diagnosing our medical conditions, working in law enforcement, and more.
These AIs work on mass data collection, at a scale beyond what most humans comprehend. The definition of data collection is simply gathering and evaluating information from countless sources. But when AI is involved, the scale of the operation accelerates. That AI needs to be able to account for nearly any variable that might be thrown in its direction. When we’re talking about a task as monumental as driving a car, that’s a significant number of variables.
That data collection allows AI to find recurring patterns. From those patterns it can use machine learning algorithms to form its own predictive models in order to establish trends. This is how AI can be used to reduce the number of traffic accidents, or more accurately diagnose our medical conditions. It’s why there is potential to use AI in the law enforcement world to help get criminals off the streets.
But there are massive amounts of data that need to be collected in order to safely incorporate AI to complete these functions.
How Much Data is Needed for AI?
The reality is that there is no perfect answer to that question, and it is heavily reliant on the function that you are looking for the AI to complete. Many will build their early models with as little data as possible to keep it working, for simplicity’s sake. There are complex mathematical formulas designed to let data scientists and engineers know when it is time to stop and when you need to collect more data to make it work.
More data is not always the answer. Sometimes there’s no more data to be had, and the options are to either generate new data points based on what you currently have (data augmentation), or to create new data points using complex sampling techniques (data synthesis).
Data collection is almost always the best option for AI, especially if there’s more data to consider. It will give the model more accurate data points to rely on.
Data Collection and AI: Protecting What’s Collected
Data collection and AI are forever intertwined, and that comes with a new set of cybersecurity risks. Companies using data to build complex AI systems will need to be ever-vigilant at protecting that data from hackers and general data loss. This is especially true in cases where the data collected may include sensitive information.
Practical steps such as using a secure network, backing up data, and making sure your data is password protected will all work to safeguard against data loss and potential cybersecurity issues.
And in the event of a data loss, companies may be tempted to try free software and other popular means to attempt recovery. But that route can often result in more damage. An experienced data recovery company may be their best chance at regaining access to that critical information.
Really appreciating
Suddenly my hard drive crashed during on hangout with my friends. My most expected tour was not good at thinking about my hard drive. After return back, I went to WeRecoverData they saved my hard drive. That was appreciative.
Greatest company
I think it is the best company in the world regarding data recovery. They take all types of recovery cases with great responsibility and ensure they work with the best possible solution for your specific case. I highly recommend it.
Superb effort
Superb effort from werecoverdata. I had no idea how to fix it when I faced a horrible problem with my RAID NAS. But they solved it very quickly and superbly. I recommend them!
Discreet work
Thanks to all staff of werecoverdata for excellent work and for getting my company data back! I got frustrated when a deadly drop damaged my hard drive. But they solved it!
Thanks
Few days ago my raid server is crashed dangerously. It was not starting any more. I tried in a various way whatever I know but I could not fix it. My uncle told me about WeRecoverdata. Then contact with them and they repaired it. Thank you guys.
Recover service
Those are suffering bad experience of getting a reliable and professional recovery service provider, definitely, they can choose werecoverdata. I highly recommend it.
Thanks a lot
The location is a bit hard to find out but eventually, I did. They recovered my hard drive, which was mostly dead. Thanks a lot.
Great response
Definitely weRecover team is great to solve that kind of hard drive problem. Great response and remarkable. They recovered my all data successfully within short time. I wanna give special thank to David. Thanks a lot man.
Liked Your Service
I have been using my HP laptop since 2016. Few months ago I could not open my laptop. After pressing the power button its showing nothing. My friend told me about that company. They recovered my laptop. Now its working perfectly. Thanks a lot WeRecoverData.
Pretty good experience
It was really pretty good experience. They are so professional, punctual and reliable. I strongly recommend it.
Remarkable Work
A lot of thanks to werecoverdata. You did really remarkable work. I was frustrated when lost my important data from a hard drive. I sent my hard drive to WRD then they got all the data back. At first, I couldn’t believe anyone can recover it since my computer tech said he can’t do it. All credit goes to werecoverdata.
Gorgeous service
Fantastic service from all the guys at werecoverdata. I was having pressure when corrupted data from my hard drive .Then I went there and they fixed it superbly.Thanks for removing the pressure!
Extremely well
I faced horrible problem but they solved it extremely well.My problem was that hard drive crashed dangerously.At this moment I thought the sky was broken on my head.Thank you for that.
Sensible
Thanks to WeRecoverData. You fixed the hard drive problem promptly. I am impressed… Anybody can rely on werecoverdata.
Well done
Thank you
Great work
Obviously great work from werecoverdata.Definitely no doubt about this company because they take seriously to solve any kinds of problem.I have lot of assurance at them.A lot of thanks to them.
Fantastic work
Oh Tom really fantastic work. You saved my important days. Raid 5 server damaged dangerously few days ago. But you fixed it well. Thank you for that!
Great efforts
All credits goes to werecoverdata for recovering raid server.I thought impossible to repair it but they was taken sensible and fixed it.Now I can fully trust on werecoverdata.All thanks to them.
Helpful Work
Werecoverdata, you did a really very helpful work.I was angry when my hard drive got dropped from my mistakes. I recommend the company and give a lot of thanks to werecoverdata.
Best service
After my hard drive crashed I was going to be totally mad. One of mu cousin suggested me to meet that company. I did and got the best service ever I had.