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DataCamp

Understanding Artificial Intelligence

via DataCamp

Overview

Learn the basic concepts of Artificial Intelligence, such as machine learning, deep learning, NLP, generative AI, and more.


Artificial Intelligence (AI) is without any doubt the most breakthrough and omnipresent discipline in today's economy, media, industry, and society at large. This non-technical course will expose you to the basic elements of the rapidly evolving field of AI. Through plenty of hands-on activities and without any coding required, we will uncover together those jargon terms everyone keeps talking about, such as machine learning, deep learning, explainable AI, natural language processing, generative models, and more. We'll also explore a variety of AI applications in everyday life and the AI techniques behind the scenes, how can organizations become AI-driven, and what are the key lessons learned, challenges, and societal implications of AI's unstoppable progress.

Syllabus

  • What is Artificial Intelligence (AI)?
    • Get started with your journey into AI! Artificial Intelligence has rapidly shifted from a purely scientific subject to an umbrella field whose applications and uses are countless as of today, be it in business, industry, or simply as part of our daily lives. You will learn what is AI, what types of problems can be solved using AI, and what are its current limitations. You will also gain a broad understanding of the subareas within AI and its related disciplines.
  • Tasks AI can solve
    • What are the core functions of AI systems and the possibilities each of its areas has to offer? Where does the data that fuels AI systems come from, and how do techniques like machine learning make use of data to solve a variety of problems? This chapter answers these questions and more, unveiling how different forms of AI can acquire data, learn from the data, and interact with its surroundings- be it the physical or digital environment.
  • Harnessing AI in Organizations
    • Get ready to plunge into the exciting world of AI in business and enterprise! This chapter uncovers the fundamental concepts, guidelines, and best practices to build or become an AI-driven organization. Whether it is for equipping your products, services, and projects with a touch of intelligence, or revolutionizing operational processes within your organization, by the end of this chapter, you will understand the essential elements to embrace this technology: from culture to data and infrastructure, to building teams of talented AI professionals. You'll also learn about challenges that may appear along the way and examples of success stories from big companies that learned to make AI a central aspect of their brand.
  • The human side of AI
    • As our thrilling AI journey comes to an end, we delve into the profound connection between AI and its impact on humanity and society. We will explore subjects like AI democratization and responsible AI, encompassing ethics, interpretability, fairness, and safety – all crucial aspects for cultivating AI systems that positively influence our lives. Lastly, we cast our gaze towards the horizon, outlining the exciting prospects and challenges AI presents in shaping a sustainable future.

Taught by

Iván Palomares Carrascosa

Reviews

4.4 rating at DataCamp based on 98 ratings

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