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Artificial Intelligence: Predict Future Outcomes with Logic

person icon Davide Agostini

4.6

Artificial Intelligence: Predict Future Outcomes with Logic

Translate FACTS, DATA and BELIEFS into computer-REASONABLE CONTENT, predict outcomes from LOGICALLY LINKED assertions!

updated on icon Updated on Apr, 2024

language icon Language - English

person icon Davide Agostini

English [CC]

category icon Artificial Intelligence,IT & Software

Lectures -17

Resources -2

Duration -30 mins

4.6

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Course Description

Use Description Logic to translate FACTS, DATA, and BELIEFS into computer-REASONABLE CONTENT, predict events and outcomes, use programs to automatically derive conclusions from LOGICALLY LINKED ASSERTIONS, check whether a phrase is SATISFIABLE, provide a truth-table to identify whose propositions holds and build a KNOWLEDGE BASE.

Artificial intelligence requires reasoning in order for the computer to think rationally and perform as well as a human brain.

In this course, every lecture will analyze a specific assignment to reinforce and apply your learned pieces of information!

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SAT problems are present everywhere in practical applications of computer science and artificial intelligence: they range from the problem of ensuring correct behavior of circuits, programs, and protocols, to problems of data consistency, scheduling, optimization, etc. 

Therefore it is essential to address SAT problems with the best tools available to current technologies. Very often heuristics are used, targeted to the specificities of the problems that are faced!

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This tutorial is intended for two audiences. 

The primary audience is individuals somewhat new to SMT solvers, or at least to the particular input and output format that is SMT-LIB v.2. 

This tutorial will provide these readers:

• a very brief introduction to some of the key concepts of logic and automated theorem proving that are needed to use SMT solvers

• examples and description of how SMT-LIB is used to interact with SMT solvers

• and descriptions of some tools and test suites that may be useful to you

Goals

What will you learn in this course:

  1. Learn how to let the computer reason just like a human brain would do!
  2. Predict future outcomes based on present assertions!
  3. Understand Logic and Reasoning
  4. Learn how to translate everyday sentences to a computer-compatible language
  5. Learn the programming language Z3 and write SAT Solvers

Prerequisites

What are the prerequisites for this course?

  • No programming, math and logic knowledge required
  • Anyone interested in Artificial Intelligence
  • Anyone interested in seeing how artificial intelligence is applied in Description Logic
Artificial Intelligence: Predict Future Outcomes with Logic

Curriculum

Check out the detailed breakdown of what’s inside the course

Introduction
1 Lectures
  • play icon Introduction 01:16 01:16
Introduction to Reasosing
2 Lectures
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Description Logics
4 Lectures
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Transformation Algorithms
1 Lectures
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Sat Solvers
8 Lectures
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Excercises
1 Lectures
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Instructor Details

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Davide Agostini

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