Tech The Key Features of Artificial Intelligence Tools Uneeb KhanOctober 29, 20220101 views AI (Artificial Intelligence) Concept Machine Learning, Nanotechnologies, Smart Objects and Global Network Technology - Illustration Vector Today, Artificial Intelligence (AI) needs no introduction because it has already become popular among businesses due to its immense benefits. AI tools allow machines to learn from their experience and perform tasks like humans. In other words, AI can self-learn and mimic the traits of humans with the help of reasoning and sensory applications. So, the tools can help businesses to plan, make good decisions, and solve problems. Due to the potential of AI tools and artificial intelligence to perform human actions, they have attracted the attention of businesses. AI tools imitate human intelligence through intelligent algorithms that help to understand human methods. The tools establish a relationship between data processing and acquisition. Typically, the following are the four approaches to AI. Table of Contents #1. Human Action Imitation#2. Think Like Humans#3. Rational Thinking#4. Act Rationally#1. Feature Engineering #1. Human Action Imitation Intelligent algorithms can make AI tools act like human beings. With technologies like natural language processing, automated reasoning, machine learning and automated reasoning, the tools can imitate human actions. Again, you might have heard of the Turing test. It is also known as the imitation game. The test shows whether a machine can exhibit human intelligence or not without any physical contact. #2. Think Like Humans AI tools can think like humans and perform human tasks. There are three effective techniques–introspection, psychological testing, and brain imaging–to make the tools imitate humans. #3. Rational Thinking As you know, rational thinking is a unique characteristic of humans. And studies have shown that rational thinking can create a guideline for human behavior. Again, a person is considered rational when he is reasonable, sensible, and has a good sense of judgment. AI tools can imitate humans’ logical thinking and solve problems logically. #4. Act Rationally Studies on human behavior show that humans react to uncertain situations with the help of rational thinking. Moreover, other factors can come into play, such as environmental conditions. You will find many artificial intelligence service companiesthat provide AI tools to businesses. The Key AI Characteristics The following are the main characteristics of AI tools: #1. Feature Engineering You can regard it as the process of identifying a proper set of attributes or features from the datasets. However, the performance of the tools depends on the selection of the right data. And a selection of the wrong data set can lead to errors. The process includes: #1. During the dataset classification phase, the main objective is to lower the entropy of the system to be modeled. The method is also called an algorithmic approach. And the underlying reason is that when a data system is classified and reduced to a point from which further division is impossible, feature selection allows recycling to be applied in another dataset, maximizing information gain. #2. There are many feature selection algorithms to choose a subset of the essential features, depending on the model. The selection of the subset should be such that it must have zero correlation to allow independence of the feature set. It is attained through methods like the Gram-Schmidt orthogonalization process, Principal Component Analysis (PCA), etc. With feature engineering, AI tools can have supervised and unsupervised learning features. Artificial Neural Networks(ANN) ANN is a framework of connected nodes called artificial neurons, which act like human brain cells. The connections process signals and transmits them from one neuron to another neuron. And each neuron generates a real number for a signal. The connections are also known as edges. This is because signals move from the first layer to the last layer multiple times. Conclusion AI has become a hot topic in business. With remarkable capabilities, AI tools have revolutionized businesses. It will also not be wrong to say that AI tools have become the future of business. Moreover, the tools are impacting every industry. And that has aroused the curiosity of more and more people to know more about AI tools and the ways in which they can change the future of businesses.