Artificial intelligence has become one of the biggest technological booms in recent years. And companies are now in a race to take advantage of the new tech. But as it turns out, these high-tech tools need some help to get things done. Discover how outsourcing can help you train your shiny new AI tool to do its best.
How Does AI Training Work Exactly?
Before we get into how outsourcing can help you train your artificial intelligence tool, you should understand how that even works. That will help you approach the task better and create a more consistent training strategy.
Image from Inside Big Data.
As the name says, training is teaching the AI how to interpret data properly. The goal is for it to learn what that data means and how it can use its patterns to complete a given task. There are three steps you need to go through when training an AI.
Training
In the first step, you feed the AI a prepared data set. You then ask it to make decisions based on that data. These decisions are based on the task you want the AI to perform. For instance, you can ask the AI to generate a certain image based on its data.
Note tat the AI will likely commit mistakes at this stage. Your goal is to track these mistakes and make adjustments, either on the model or the data. You will often have to run several training iterations, refining each collection of errors from the previous iteration.
Validation
Once you have gone through the desired training iterations, the next step is to validate the results. Here you will be checking your assumptions on how well the AI performed. For this, you feed it with new data it has not yet encountered.
Image from EGlobalTech.
The goal is to see whether the AI tool would still deliver similar results. If it does, then you can consider the model fully trained. If not, you return to the training stage and determine what changes should be done.
Testing
In the last stage, you move from the use of prepared data sets and use them on real-world data. Your goal is to ensure the AI can deliver accurate results before it goes live. That also prepares it to respond to datasets outside the ones it trained on.
As is with the other stages, you might need to go through several iterations before considering the testing a success and launching the AI for actual use. Here, the goal is to ensure it can attain 100% accuracy. But you should also be careful if you indeed hit that figure, as it can indicate some issues.
The Challenges Of AI Training
The training process might seem straightforward, but various challenges can make it difficult to implement for a company like yours. Understanding these challenges will help you better plan out solutions like outsourcing.
Data Quality
As it is, the effectiveness of the training process relies a lot on the quality of the data that you feed the artificial intelligence. Bad data can skew the results of the training and can also cause problems during real-world implementation.
As such, your data need to be accurate and relevant to the tool’s purpose. But it does not end there. That data should be organized and tagged before being fed to the tool. It is currently not possible to fully automate the process. It still requires human intellect to contextualize and organize that data as needed.
Training Setup
Another challenge for AI training is creating the setup for it. Here, you will have to deal with hardware and software concerns, which requires expert help. You should also consider additional infrastructure needs like data storage and programming services. All these can often be hard to acquire in one go for a small startup business.
The Outsourcing Solution Virtua Offers
As it is, the above challenges often boil down to not having enough personnel to handle the tasks. With that, Virtua offers you a comprehensive outsourcing solution for this. Here are the services you can take advantage of.
Outsourcing Data Gathering And Organization
As we have mentioned earlier, the success of AI training often hinges on data quality. Virtua is ready to provide you with a team of data processors. They will be the ones to do everything from gathering to cataloging the data. To ensure its relevancy, our team will subject it to a rigorous screening process. We will remove any data sets that we think will affect the results.
image from Medium.
Additionally, our team can serve as encoders. We take a meticulous approach to ensure that every piece of data is entered into the software correctly. As an added safeguard, we do a second round of review before starting the AI training.
Outsourcing Support Duties
Beyond directly running the AI training session, we can also help you with various support tasks for the tool’s functioning. For instance, through our customer support service, we can gather feedback from users. This feedback is essential as it gives you an idea of how to develop the tool further.
On the other hand, we can also help your customers get more out of your high-tech tool. Our customer support agents can respond to their questions regarding the tool. We can also help maintain a knowledge base related to it.
Get Your New AI Tool Working Through Outsourcing
They say that artificial intelligence will revolutionize the way your startup does its business. But to get there, they will need help. Virtua Solutions Outsourcing is ready to give you that and more. Contact us today and get more out of your AI tool..