Enroll Course: https://www.coursera.org/learn/razonamiento-artificial
Artificial reasoning is at the heart of artificial intelligence, bridging the gap between logic and uncertainty—two essential aspects of intelligent decision-making. The Coursera course ‘Razonamiento Artificial’ offers an in-depth exploration into this fascinating world, providing learners with a strong foundation in both propositional logic and probabilistic reasoning.
This course is split into two main components: formal logic and probability theory, each featuring multiple modules designed to build upon your knowledge progressively. The first part covers propositional logic, where learners will explore NP-complete problems, which are pivotal in AI applications. The two initial modules offer a comprehensive introduction to the subject, focusing on the basic tenants of propositional logic followed by more intricate elements in the second module.
As you advance, the course delves into temporal logic and predicate logic, uncovering how these concepts lay the groundwork for various AI techniques. A highlight of the course is the practical exposure to the relevant concepts that can be immediately applied in real-world scenarios.
The second half of the course transitions to probability theory, introducing learners to graphical models such as Bayesian networks and Markov chains. These tools are vital for understanding and representing uncertainty in data-driven decision-making processes. The course furthers your knowledge with modules dedicated to decision processes using Markov models, equipping you with the skills to handle complex probabilistic reasoning tasks.
Importantly, while a solid background in programming is necessary, the course demands only basic Python skills. This makes it accessible to a broader audience keen to dive into AI without feeling overwhelmed by programming complexities.
Ultimately, I highly recommend the ‘Razonamiento Artificial’ course for anyone interested in understanding the intersection of logic and probability in artificial intelligence. It’s well-structured, practical, and offers plenty of opportunities to apply what you learn. Whether you are a beginner or have some background in AI, this course will expand your understanding and enhance your problem-solving skills in this pivotal field.
Enroll Course: https://www.coursera.org/learn/razonamiento-artificial