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Home » Blog » History Of Artificial Intelligence – From Ancient Myths to Modern AI
Artificial Intelligence

History Of Artificial Intelligence – From Ancient Myths to Modern AI

Frank Hamilton
Last updated: 23/09/2025 4:58 PM
Frank Hamilton
4 months ago
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Disclosure: We are not a registered broker-dealer or an investment advisor. The services and information we offer are for sophisticated investors, and do not constitute personal investment advice, which of necessity must be tailored to your particular means and needs. !
History Of Artificial Intelligence – From Ancient Myths to Modern AI
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In this article, I will discuss the History of Artificial Intelligence, focusing on its evolution from philosophical concepts to contemporary technologies.

Contents
  • Introduction
  • Early Philosophical Roots
  • Mathematical Underpinnings in the 19th Century
  • The Advent of Modern Computer Science
  • The Dawn of AI: 1950s to 1960s
  • The AI Winters
  • The Revival of AI Marked with Data and Machine Learning
  • Deep Learning: A New Era of Advanced AI Systems.
  • Conclusion

We will examine important developments along the way starting with mechanical ideas through machine learning and deep learning, showcasing AI’s evolution into an advanced driver of global change.

Introduction

The rise of Artificial Intelligence (AI) is making waves across all sectors such as healthcare, finance, education, and entertainment. It is regarded as one of the most groundbreaking technologies in the modern world.

AI machines have been thought of since ancient times; however, building them has only recently been possible due to advancements in technology.

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Introduction

We are able to marvel at the extraordinary sophistications in AI systems thanks to the deep rooted history involving philosophy and mathematics which shapes computer science.

Early Philosophical Roots

The notion of artificial intelligence is not new and can be traced back to ancient civilizations. Even philosophers such as Aristotle were thinking about reasoning, which later developed into the understanding required for computational thinking.

There are certain older myths also that seem to echo our fascination with intelligent machines, some examples would be Pygmalion where a statue is brought to life and medieval legends speaking about mechanical men.

Mathematical Underpinnings in the 19th Century

The 1800s seen immense developments in mathematics that provided a basis for AI. One important figure who contributed to AI was George Boole, who created algebra that later became very useful in computing logics.

During this same period, Ada Lovelace and Charles Babbage came up with an idea of the Analytical Engine: a machine that had the capacity to be programmed problem and solved problems, although it was never finished. Lovelace is widely acknowledged to have written the first algorithm meant for a machine.

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The Advent of Modern Computer Science

We were able to witness new transformative technologies such as AI in the twentieth century. The first computer scientist is thought to be Alan Turing, who conjectured on a “universal machine” back in 1936 which we now refer to as Turing Machine.

Also, he introduced in 1950 what has become known as Turing test – an attempt to evaluate whether or not a device demonstrates intelligent behavior equivalent or indistinguishable from that of a human being. These concepts formed teh backbone of theoretical computer science and AI.

The Dawn of AI: 1950s to 1960s

Formally known everywhere, Arbeiten Mit Intelligente (AI) began in the mid-1950s. In 1956, the term “Artificial Intelligence” was coined by John McCarthy at the Dartmouth Conference; This is where thinkers and intellectuals came together to figure if machines could truly think on their own.

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Some programs began developing like The Logic Theorist which solved mathematic problems and ELIZA which started human conversation in a mimic way.

The AI Winters

Optimism of the field quickly retreated due to challenges that occurred, one of them funding!!! In the years of 1970 – 1980 AI development suffered long gaps with no work being done at all.

With practically no tangible output from AI due to hardware inability to scale or even capture real-life problems led people lose lack luster interest in this technology.

The AI Winters

During its dormant phase groundbreaking work was done in reasoning processes witch aided better understanding of machine learning

The Revival of AI Marked with Data and Machine Learning

Machine learning – an area that seeks to make computers intelligent enough to learn from data – brought back the interest in AI in the 1990s.

Machine learning gave rise to different industries because of better algorithms, larger computing resources, and data sets which enabled advanced speech recognition systems, computer vision, and natural language processing.

Moreover, there was a surge of public intrigue and interest in Artificial Intelligence when IBM’s Deep Blue defeated world chess champion Garry Kasparov in 1997.

Deep Learning: A New Era of Advanced AI Systems.

During 2010s, deep learning emerged as a refined machine learning approach using artificial neural networks for training.

OpenAI GPT models, virtual assistants such as Siri and Alexa, Google’s AlphaGo demonstrated artificial intelligence powered machines performing certain tasks at or above human level capabilities.

Deep Learning: A New Era of Advanced AI Systems.

Today AI has become commonplace. It is used alongside emerging technologies like self driving cars along with predictive personalization services, fraud detection systems and many more dailcy life marvels.

Conclusion

To sum up, the big picture of AI reflects the efforts made by humanity in trying to copy and improve human intelligence using machines. From ancient folk tales to modern day neural networks, the road to AI has seen innovation as well as setbacks and remarkable growth.

Even now, we are seeing rapid advancements in technology that is fueled by fresh ideas which raises positive hopes as well as moral dilemmas on what impact will this have on our future.

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ByFrank Hamilton
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Frank Hamilton has been working as an editor at essay review service Best Writers Online. He is a professional writing expert in such topics as blogging, digital marketing and self-education. He also loves traveling and speaks Spanish, French, German and English.
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