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LANSEN Artificial-Intelligence-From-Theory-to-Practice.pptx

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Transcript

Artificial Intelligence: From Theory to Practice

LANSEN - Learning languages with sense

ERASMUS+ Project Nr: 2024-1-ES01-KA220-SCH-000253288

16 January 2025

by Rui Baltazar baltazar.rui@gmail.com

Rui Baltazar

Artificial Intelligence:

Theory

What is AI? Defining the Landscape

Machine Learning

Natural Language Processing

The ability of systems to learn and improve from data without being explicitly programmed.

The understanding and generation of human language by computers, enabling seamless communication.

Computer Vision

Robotics

The ability of machines to interpret and understand digital images and videos.

The integration of AI with physical systems, creating autonomous and intelligent machines.

The History and Evolution of AI

1950s-1970s

Early AI research and the exploration of symbolic reasoning, expert systems, and neural networks.

1980s-1990s

Advancements in machine learning and the emergence of practical AI applications.

2000s-Present

Exponential growth in data and computing power, fueling breakthroughs in deep learning and AI's widespread adoption.

Practical Applications of AI

Healthcare

Transportation

AI-powered tools for early disease detection, personalized treatment plans, and streamlined administrative tasks.

Autonomous vehicles, intelligent traffic management, and optimized logistics and supply chain operations.

Finance

Customer Experience

AI-driven fraud detection, investment analysis, credit risk assessment, and personalized financial advice.

Chatbots, personalized recommendations, and predictive analytics to enhance customer interactions and engagement.

Challenges and Limitations of AI

Prejudice

Privacy

AI systems can inherit and amplify human prejudice present in training data, leading to unfair and discriminatory outcomes.

The collection and use of personal data by AI systems raises concerns about individual privacy and data rights.

Safety

Transparency

Ensuring the safety and reliability of AI-powered systems, especially in high-stakes applications, is a critical challenge.

The complex, "black box" nature of many AI models makes it difficult to understand and explain their decision-making processes.

Ethical Considerations in AI

Accountability

Establishing clear lines of responsibility and liability for AI-driven decisions and their consequences.

Algorithmic Fairness

Ensuring AI systems do not perpetuate or amplify societal biases and discrimination.

Human-Centric Design

Prioritizing the well-being and interests of humans in the development and deployment of AI technologies.

The Future of AI: Trends and Predictions

Increasingly complex and powerful neural networks driving breakthroughs in areas like computer vision and natural language processing.

Advancements in Deep Learning

General AI

The pursuit of artificial general intelligence (AGI), which would possess human-level abilities across a wide range of tasks.

Ethical AI Frameworks

The development of guidelines and standards to ensure the responsible and ethical development of AI systems.

Human-AI Collaboration

The integration of AI as an empowering tool that augments and enhances human capabilities, rather than replaces them.

Artificial Intelligence:

Practice

https://this-person-does-not-exist.com/en

https://chat.openai.com/

https://bard.google.com/chat

https://www.canva.com/ai-image-generator/

https://leonardo.ai/

https://app.questionwell.org/quiz-game/create

https://www.lightxeditor.com

https://gamma.app/signup?r=z92mi1p38rh4nsz

https://app.magicschool.ai

https://vidnoz.com/

www.synthesia.io

www.aixploria.com

Thank you very much!!

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