Artificial Intelligence Overview Training Course

Node ID: 10540
 

Duration

7 hours
 

Requirements

General knowledge of computing, biology, maths and physics.

 

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Overview

This course has been created for managers, solutions architects, innovation officers, CTOs, software architects and everyone who is interested overview of applied artificial intelligence and the nearest forecast for its development.

 

Course Outline

Artificial Intelligence History

Intelligent Agents 

 

Problem Solving

Solving Problems by Searching
Beyond Classical Search 
Adversarial Search 
Constraint Satisfaction Problems

 

Knowledge and Reasoning

Logical Agents
First-Order Logic 
Inference in First-Order Logic 
Classical Planning 
Planning and Acting in the Real World 
Knowledge Representation

 

Uncertain Knowledge and Reasoning 

Quantifying Uncertainty 
Probabilistic Reasoning 
Probabilistic Reasoning over Time 
Making Simple Decisions 
Making Complex Decisions

 

Learning 

Learning from Examples 
Knowledge in Learning 
Learning Probabilistic Models 
Reinforcement Learning

 

Communicating, Perceiving, and Acting 

Natural Language Processing 
Natural Language for Communication 
Perception 
Robotics

 

Conclusions 

Philosophical Foundations 
AI: The Present and Future