Solve real-world problems using Deep Learning & Artificial Intelligence

Solve real-world problems using Deep Learning & Artificial Intelligence

Solve real-world problems using Deep Learning & Artificial Intelligence. Not your usual object detection blog.

Every new technology introduced has had a purpose(almost always). Usually, it is a solution to a certain problem(s) identified by its creator while brainstorming. But when we talk about Artificial Intelligence, which is a largely unexplored yet constantly evolving field of computing, we often get detracted by the spruced-up object detection projects.

We all know that correctly classifying handwritten digits or distinguishing between animals are not the applications that researchers like Geoffrey Hinton and Alexey Ivakhnenko had in mind while dedicating their lives to the field. AI has the potential to change the way we live our lives. The proof lies in your pockets. From your favorite video streaming platforms to your online cabby services, basics principles of AI are being used everywhere.

But what about those who don’t have the 20th century’s supercomputer in their pockets or anything in their pockets for that matter. What about those who sleep with raging hunger every night and wake up to the monstrosities of life.

We need to understand that Artificial Intelligence and its subsets are not just about math or algorithms that magically predict something. The data is the real deal. These algorithms without data are just like your phone without the internet. Absolutely useless. (Unless you have offline games installed)

But that’s where the problem arises. If we want to use AI to diagnose/cure diseases, prevent the drastic impacts of climate change or track incoming pandemics, we need real private data. Only if there was a way to train a deep learning model on data that cannot be retrieved or seen by engineers.

In recent years, there has been considerable research to preserve the privacy of a user to solve real-world problems that require private user data. Companies like Google and Apple have been heavily investing in decentralized, privacy-preserving tools, and approaches to extract the new “oil” without actually “extracting” it from the owner. We would be exploring a few of these approaches below.

deep-learning machine-learning encryption privacy artificial-intelligence

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