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Foundations of Artificial Intelligence & Machine Learning

Licence
OPEN CC-BY-4.0
Authors
Nidhi Sharma, Honey Singh, Ajay Sharma, Deepak Dagar
Published
2026-07-28 · Zenodo
Language
eng
Length
37166 words
Type
narrative text
Open ↗ Download Open original ↗
Challenges and Concerns

Despite its advantages, AI also presents several challenges:

  • privacy concerns
  • algorithmic bias
  • job displacement fears
  • cybersecurity risks
  • ethical issues
  • dependence on automation These concerns highlight the importance of responsible AI development and proper regulation. The Expanding Role of AI in Society Artificial Intelligence continues to evolve rapidly, influencing both professional industries and personal lifestyles. As technologies improve, AI systems are expected to become even more capable, intelligent, and interconnected. The future of AI in modern society will likely involve greater collaboration between humans and intelligent systems. While AI cannot replace human creativity, emotions, and moral judgment, it has become an essential tool for solving complex problems and improving efficiency across multiple sectors. The widespread applications of Artificial Intelligence clearly demonstrate that AI is not simply a technological trend but a transformative force shaping the future of human civilization.

CHAPTER 2

FUNDAMENTALS OF MACHINE LEARNING