What can AI learn from babies to understand human interaction and environmental interaction better?

10/18/2019

What can AI learn from babies to understand human interaction and environmental interaction better?

What can AI learn from babies to understand human interaction and environmental interaction better?

Swetha Oct 18 ¡ 3 min read

Children learn language by observing their environment, listening to the people around them, and connecting the dots between what they see and hear. https://medium.com/@usm36/what-can-ai-learn-from-babies-to-understand-human-interaction-and-environmental-interaction-better-55648db4bfa9

1/6

10/18/2019

What can AI learn from babies to understand human interaction and environmental interaction better?

Among other things, it helps children establish the order of their language, such as where things and verbs fall in a sentence.

In computing, language learning is the work of syntactic and semantic parsers.

Parsers are very important for web searches, natural-language database querying, and voice-recognition systems such as Alexa and Siri. Soon, they could even be used for home robotics.

But collecting annotation data is time-consuming and difficult for less common languages. In addition, humans do not always accept quotations, and quotations may not accurately reflect how people speak naturally.

MIT researchers describe an observational learning parser to more closely mimic the child’s language-acquisition process, which can greatly expand the parser’s capabilities.

In the future, the parser will serve to enhance the natural interaction between humans and individual robots.

https://medium.com/@usm36/what-can-ai-learn-from-babies-to-understand-human-interaction-and-environmental-interaction-better-55648db4bfa9

2/6

10/18/2019

What can AI learn from babies to understand human interaction and environmental interaction better?

For example, the robot with the parser can constantly monitor its environment to reinforce its awareness of spoken commands, including when speech is not fully grammatical or explicit.

Over time, artificial intelligence (AI) services have shifted from algorithms that rely on programmed rules and logic — instincts, where algorithms have some rules and take training data to learn through trial and error.

Human minds sit somewhere in the middle.

https://medium.com/@usm36/what-can-ai-learn-from-babies-to-understand-human-interaction-and-environmental-interaction-better-55648db4bfa9

3/6

10/18/2019

What can AI learn from babies to understand human interaction and environmental interaction better?

One of the oldest dreams of AI was trying to take you seriously, you could build a machine that grows intelligently like a human, it starts as a child and learns as a child.

Over the past few years, AI has been shown to translate speech, diagnose cancer, and defeat humans at poker. But for every success, there is one mistake. Image recognition algorithms can now distinguish dog breeds better than you, although they sometimes mistake Chihuahua for the blueberry muffin. AIs can play classic Atari video games like the Space Invaders with supernatural skill, but when you eliminate all the aliens, the AI drops inexplicably.

Machine learning — a kind of AI that is responsible for those successes and failures. Broadly, AI has shifted from software that relies on highly programmed rules to trial-and-error learning systems. Machine learning has gained momentum thanks to advances in powerful computers, big data and algorithms called neural networks. Those networks are collections of simple computing elements that are loose on the neurons in the brain, creating strong or weak links when it comes to training data.

You can think of it as akin to how humans learn to learn. You will go to class with a teacher who will provide you with example problems and their https://medium.com/@usm36/what-can-ai-learn-from-babies-to-understand-human-interaction-and-environmental-interaction-better-55648db4bfa9

4/6

10/18/2019

What can AI learn from babies to understand human interaction and environmental interaction better?

solutions. You will then be able to come up with some sort of rule or principle to use, which can be applied to different scenarios when you encounter them.

One of the most common places to experience supervised learning is in recommended engines, which you will find on entertainment venues such as Netflix & Spotify. These recommendation engines look at the choices people have to make and what they choose to see and then offer suggestions based on that behavior.

In unsupervised learning, the computer takes an algorithm made of unlabeled data and learns from it without having to make any responses.

Unsupervised learning computers are very powerful. For this reason, they can estimate the patterns in the data they analyze and derive meaning from those models. This is particularly relevant for large datasets, which are difficult for humans to analyze and identify. Many researchers also use unsupervised learning to find rules and group data points.

Machine Learning

Ai Services

Ai Solution

AI

Ai Technology

https://medium.com/@usm36/what-can-ai-learn-from-babies-to-understand-human-interaction-and-environmental-interaction-better-55648db4bfa9

5/6

10/18/2019

What can AI learn from babies to understand human interaction and environmental interaction better?

Discover Medium

Make Medium yours

Become a member

Welcome to a place where words matter.

On Medium, smart voices and original ideas take center stage - with no ads in sight. Watch

Follow all the topics you care about, and we’ll deliver the best stories for you to your homepage and inbox. Explore

Get unlimited access to the best stories on Medium — and support writers while you’re at it. Just $5/month. Upgrade

About

https://medium.com/@usm36/what-can-ai-learn-from-babies-to-understand-human-interaction-and-environmental-interaction-better-55648db4bfa9

Help

Legal

6/6