Welcome to Top Secret Rosies
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Welcome by IDEAI-UPCIntroduction and ethics of AI
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Chapter 1: Introduction to AI
Lesson 1. The Concept of AI
Lesson 2. Historical overview and main approaches
Chapter 2: Ethics in Artificial Intelligence
Lesson 3. Basic concepts and context
Lesson 4. Normative Context and AI models
The value of data and machine learning
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Chapter 3: Data science, machine learning (I), basic concepts
Lesson 5. Data as an strategic value
Lesson 6. Clustering & Decision Trees
Chapter 4: Machine learning (II): Artificial Neural Networks
Lesson 7. Artificial Neural Networks basics
Lesson 8. The multilayer perceptron
Lesson 9. A peak into Deep learning
Reasoning and intelligent decision support
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Chapter 5: Knowledge representation and reasoning
Lesson 10. Fuzzy Logic and Mamdani Fuzzy System
Lesson 11. Sugeno Fuzzy Systems and Neuro-Fuzzy Systems
Chapter 6: Intelligent Decision Support
Systems
Lesson 12. Intelligent Decision Support Systems
Perception
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Chapter 7: Text acquisition and text processing
Lesson 13. Natural Language Processing for Text: Text data acquisition and preprocessing
Lesson 14. Natural Language Processing for Text: Text Representation (I)
Chapter 8: Natural Language Processing for Texts
Lesson 15. Natural Language Processing for Text: Text Representation (II)
Lesson 16. Natural Language Processing for Text: NLP models, tools and demos
Chapter 9: Speech Processing and Automatic Translation
Lesson 17. Introduction and Speech Recognition
Lesson 18. Automatic Translation and Introduction to Transformers
Chapter 10: Image processing
Lesson 19. Introduction to Computer Vision and Digital Image Processing
Lesson 20. Linear filtering and Image Classification
Chapter 11: Computer Vision
Lesson 21. Convolutional Neural Networks in computer vision
Lesson 22. Transfer learning in computer vision