Deep Learning Training - TensorFlow Certifica ...
- 20k Enrolled Learners
- Live Class
If I were to name a technology that completely revolutionized the 21st century, it would be Artificial Intelligence. AI is a part of our everyday life and that’s why I think it’s important we understand the different concepts of Artificial Intelligence. This article on Types Of Artificial Intelligence will help you understand the different stages and categories of AI.
To get in-depth knowledge of Artificial Intelligence and Machine Learning, you can enroll for live Machine Learning Engineer Master Program by Edureka with 24/7 support and lifetime access.
In 1956, the term Artificial Intelligence was defined by John McCarthy. He defined AI as:
‘The science and engineering of making intelligent machines.’
What Is AI – Types Of Artificial Intelligence – Edureka
Artificial Intelligence can also be defined as the development of computer systems that are capable of performing tasks that require human intelligence, such as decision making, object detection, solving complex problems and so on.
Now let’s understand the different stages or the types of learning in Artificial Intelligence.
While I was doing my research I found a lot of articles that stated that Artificial General Intelligence, Artificial Narrow Intelligence, and Artificial Super Intelligence are the different types of AI. To be more precise, Artificial Intelligence has three stages.
These are the three stages through which AI can evolve, rather than the 3 types of Artificial Intelligence.
Let’s understand each stage in depth.
Also known as Weak AI, ANI is the stage of Artificial Intelligence involving machines that can perform only a narrowly defined set of specific tasks. At this stage, the machine does not possess any thinking ability, it just performs a set of pre-defined functions.
Artificial Narrow Intelligence – Types Of Artificial Intelligence – Edureka
Examples of Weak AI include Siri, Alexa, Self-driving cars, Alpha-Go, Sophia the humanoid and so on. Almost all the AI-based systems built till this date fall under the category of Weak AI.
Also known as Strong AI, AGI is the stage in the evolution of Artificial Intelligence wherein machines will possess the ability to think and make decisions just like us humans.
There are currently no existing examples of Strong AI, however, it is believed that we will soon be able to create machines that are as smart as humans.
Artificial General Intelligence – Types Of Artificial Intelligence – Edureka
Strong AI is considered a threat to human existence by many scientists, including Stephen Hawking who stated that:
“The development of full artificial intelligence could spell the end of the human race…. It would take off on its own, and re-design itself at an ever-increasing rate. Humans, who are limited by slow biological evolution, couldn’t compete and would be superseded.”
Check out the AI and ML courses by E & ICT Academy NIT Warangal.
Artificial Super Intelligence is the stage of Artificial Intelligence when the capability of computers will surpass human beings. ASI is currently a hypothetical situation as depicted in movies and science fiction books, where machines have taken over the world.
Artificial Super Intelligence – Types Of Artificial Intelligence – Edureka
I believe that machines are not very far from reaching this stage taking into considerations our current pace.
“The pace of progress in artificial intelligence (I’m not referring to narrow AI) is incredibly fast. Unless you have direct exposure to groups like Deepmind, you have no idea how fast—it is growing at a pace close to exponential. The risk of something seriously dangerous happening is in the five-year timeframe. 10 years at most.” —Elon Musk quoted.
Based on the functionality of AI-based systems, AI can be categorized into the following types:
This type of AI includes machines that operate solely based on the present data, taking into account only the current situation. Reactive AI machines cannot form inferences from the data to evaluate their future actions. They can perform a narrowed range of pre-defined tasks.
Reactive Machine AI – Types Of Artificial Intelligence – Edureka
An example of Reactive AI is the famous IBM Chess program that beat the world champion, Garry Kasparov.
Like the name suggests Limited Memory AI, can make informed and improved decisions by studying the past data from its memory. Such an AI has a short-lived or a temporary memory that can be used to store past experiences and hence evaluate future actions.
Limited Memory AI – Types Of Artificial Intelligence – Edureka
Self-driving cars are Limited Memory AI, that uses the data collected in the recent past to make immediate decisions. For example, self-driving cars use sensors to identify civilians crossing the road, steep roads, traffic signals and so on to make better driving decisions. This helps to prevent any future accidents.
The Theory Of Mind AI is a more advanced type of Artificial Intelligence. This category of machines is speculated to play a major role in psychology. This type of AI will focus mainly on emotional intelligence so that human believes and thoughts can be better comprehended.
Theory of Mind AI – Types Of Artificial Intelligence – Edureka
The Theory of Mind AI has not yet been fully developed but rigorous research is happening in this area.
Let’s just pray that we don’t reach the state of AI, where machines have their own consciousness and become self-aware. This type of AI is a little far fetched given the present circumstances. However, in the future, achieving a stage of superintelligence might be possible.
Self-Aware AI – Types Of Artificial Intelligence – Edureka
Geniuses like Elon Musk and Stephen Hawkings have consistently warned us about the evolution of AI. Let me know your thoughts on this in the comment section.
Artificial Intelligence can be used to solve real-world problems by implementing the following processes/ techniques:
Domains Of AI – Types Of Artificial Intelligence – Edureka
Machine Learning is the science of getting machines to interpret, process and analyze data in order to solve real-world problems.
Machine Learning – Types Of Artificial Intelligence – Edureka
Under Machine Learning there are three categories:
To learn more about Machine Learning, you can go through the following blogs:
Deep Learning is the process of implementing Neural Networks on high dimensional data to gain insights and form solutions. Deep Learning is an advanced field of Machine Learning that can be used to solve more advanced problems.
Deep Learning – Types Of Artificial Intelligence – Edureka
Deep Learning is the logic behind the face verification algorithm on Facebook, self-driving cars, virtual assistants like Siri, Alexa and so on.
To learn more about Deep Learning you can go through the following blogs:
Natural Language Processing (NLP) refers to the science of drawing insights from natural human language in order to communicate with machines and grow businesses.
Natural Language Processing – Types Of Artificial Intelligence – Edureka
Twitter uses NLP to filter out terroristic language in their tweets, Amazon uses NLP to understand customer reviews and improve user experience.
Here’s a video to get you started with Natural Language Processing.
This video will provide you with a comprehensive and detailed knowledge of Natural Language Processing, popularly known as NLP.
Robotics is a branch of Artificial Intelligence which focuses on different branches and application of robots. AI Robots are artificial agents acting in a real-world environment to produce results by taking accountable actions.
Robotics – Types Of Artificial Intelligence – Edureka
Sophia the humanoid is a good example of AI in robotics.
Fuzzy logic is a computing approach based on the principles of “degrees of truth” instead of the usual modern computer logic i.e. boolean in nature.
Fuzzy Logic – Types Of Artificial Intelligence – Edureka
Fuzzy logic is used in the medical fields to solve complex problems that involve decision making. They are also used in automatic gearboxes, vehicle environment control and so on.
An expert system is an AI-based computer system that learns and reciprocates the decision-making ability of a human expert.
Expert Systems – Types Of Artificial Intelligence – Edureka
Expert systems use if-then logical notations to solve complex problems. It does not rely on conventional procedural programming. Expert systems are mainly used in information management, medical facilities, loan analysis, virus detection and so on.
So with this, we come to an end of this Types Of Artificial Intelligence Blog. If you wish to learn more about Artificial Intelligence, you can give these blogs a read:
If you wish to enroll for a complete course on Artificial Intelligence and Machine Learning, Edureka has a specially curated Machine Learning Engineer Master Program that will make you proficient in techniques like Supervised Learning, Unsupervised Learning, and Natural Language Processing. It includes training on the latest advancements and technical approaches in Artificial Intelligence & Machine Learning such as Deep Learning, Graphical Models and Reinforcement Learning.