Deep Learning and a New Dawn for AI

This presentation provides a broad historical and conceptual overview of artificial intelligence, tracing its evolution from early theories of intelligence and the birth of AI at Dartmouth to the deep learning revolution. It highlights key milestones, including the rise and fall of expert systems, the return of neural networks, and the recent boom driven by big data and high-performance computing. The slides also explore quantum computation as a future frontier, showcase AI's successes in areas like computer vision and drug discovery, and candidly address persistent challenges such as the need for vast datasets, task overspecialization, and the lack of transparency in neural network decision-making.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-03-12
DOI
https://doi.org/10.5281/zenodo.18985148
Primary Topic
Big Data and Digital Economy
Type
article
Field-Weighted Citation Impact
0.00
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article

Deep Learning and a New Dawn for AI

Walid Gomaa
Zenodo (CERN European Organization for Nuclear Research)
Big Data and Digital Economy
article

Deep Learning and a New Dawn for AI

Walid Gomaa
article en

Abstract

This presentation provides a broad historical and conceptual overview of artificial intelligence, tracing its evolution from early theories of intelligence and the birth of AI at Dartmouth to the deep learning revolution. It highlights key milestones, including the rise and fall of expert systems, the return of neural networks, and the recent boom driven by big data and high-performance computing. The slides also explore quantum computation as a future frontier, showcase AI's successes in areas like computer vision and drug discovery, and candidly address persistent challenges such as the need for vast datasets, task overspecialization, and the lack of transparency in neural network decision-making.

Zenodo (CERN European Organization for Nuclear Research)
Egypt-Japan University of Science and Technology (EG)
Peace, Justice and strong institutions
Openalex Percentile: Top 12%
Big Data and Digital Economy
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