Artificial Intelligence Overview and Concepts
- Author Golam Rabbany
- Published November 14, 2023
- Word count 461
Artificial Intelligence (AI) is a broad field of computer science dedicated to building intelligent machines capable of performing tasks typically associated with human intelligence. While AI encompasses various approaches, the recent advancements in machine learning and particularly deep learning have brought about a significant transformation in almost every sector of the technology industry.
AI enables machines to replicate, and often surpass, human cognitive abilities. This technological progress is evident in innovations such as autonomous vehicles, as well as the widespread adoption of generative AI tools like ChatGPT and Google's Bard. AI is progressively becoming an integral part of daily life, with companies from diverse industries heavily investing in its development.
Machine Learning Vs Deep Learning
Although the terms “ machine literacy ” and “ deep literacy ” come up constantly in exchanges about AI, they shouldn't be used interchangeably. Deep literacy is a form of machine literacy, and machine literacy is a subfield of artificial intelligence.
Machine Learning
A machine learning algorithm is fed data by a computer and uses statistical ways to help it “ learn ” how to get precipitously better at a task, without inescapably having been specifically programmed for that task. Rather, ML algorithms use literal data as input to prognosticate new affair values. To that end, ML consists of both supervised literacy( where the anticipated affair for the input is known thanks to labelled data sets) and unsupervised literacy( where the anticipated labours are unknown due to the use of unlabeled data sets).
Deep Learning
Deep literacy is a type of machine literacy that runs inputs through a biologically inspired neural network armature. The neural networks contain a number of retired layers through which the data is reused, allowing the machine to go “ deep ” in its literacy, making connections and weighting input for the stylish results.
Artificial Neural Networks( ANNs) are computational models inspired by the mortal brain's neural structure. They correspond to layers of connected bumps( neurons), each processing information and making prognostications. ANNs are used in colourful AI operations, including image recognition, language processing, and more, through processes like training and weight adaptation. They are a core technology in deep literacy, powering numerous advanced machine literacy tasks.
Artificial Intelligence (AI) is a scientific domain focused on the creation of computers and machines capable of emulating human-like reasoning, learning, and decision-making processes. It also encompasses scenarios involving data volumes beyond human analytical capabilities.
AI is a multidisciplinary field that draws from various domains, including computer science, data analysis, statistics, hardware and software engineering, linguistics, neuroscience, philosophy, and psychology.
From a business perspective, AI comprises a collection of technologies, primarily rooted in machine learning and deep learning. These technologies are utilised for diverse purposes such as data analysis, predictive modelling, object recognition, natural language understanding, personalised recommendations, intelligent information retrieval, and more.
Artificial Intelligence (AI) is a broad field of computer science dedicated to building intelligent machines capable of performing tasks typically associated with human intelligence. While AI encompasses various approaches, the recent advancements in machine learning and particularly deep learning have brought about a significant transformation in almost every sector of the technology industry.
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