Artificial Intelligence Overview培训

课程编码

aiint

课程时长

7 小时 通常来说是1天,包括中间休息。

要求

General knowledge of computing, biology, mathematics and physics

课程概览

本课程是为管理人员,解决方案架构师,创新人员,CTO,软件架构师以及对应用人工智能概述及其最近发展预测感兴趣的人员而创建的。

Machine Translated

课程大纲

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

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