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基本原理 人工智能.docx
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基本原理 人工智能.docx
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Fundamentals
of
Artificial Intelligence
Module
1
2
Table
of
Contents
Introduction ................................................................................................................................
4
Learning
Outcomes ....................................................................................................................
6
Overview
of
AI
.............................................................................................................................7
Artificial Intelligence...............................................................................................................................7
The Need for AI....................................................................................................................................11
Cloud Storage and its applications .......................................................................................................13
Categories of cloud computing services ..............................................................................................
14
Major Cloud Platforms and Applications ..............................................................................................
15
Areas of
Application of
AI in our Daily Life
...............................................................................16
AI and Its Applications..........................................................................................................................
20
Natural
Language
Generation
(NLG)
....................................................................................................20
Speech
recognition...............................................................................................................................21
Virtual Agents ......................................................................................................................................21
Exposure to AI and its applications across different industries.............................................................21
Conversational
AI .................................................................................................................................23
Application Program Interfaces (APIs)
......................................................................................24
Vision APIs...........................................................................................................................................24
Speech
APIs.........................................................................................................................................24
Language
APIs
.....................................................................................................................................25
Search
APIs..........................................................................................................................................25
Decision
APIs.......................................................................................................................................26
Public
Databases
.......................................................................................................................26
Introduction to Public Datasets ...........................................................................................................26
Using
Public
Use
Datasets
....................................................................................................................
26
Computer Languages to Develop AI-based Applications
.........................................................27
Introduction to R –Programming .........................................................................................................29
Introduction to Python
........................................................................................................................
29
Textbook
Assessments............................................................................................................30
Practical
Assignment/Lab
Work
.................................................................................................
31
Questions to ponder
upon
........................................................................................................
32
3
Practical
Question
......................................................................................................................
34
Links
for
Further
Reading
...........................................................................................................
35
Reference
Links.........................................................................................................................36
Glossary....................................................................................................................................38
5
Introduction
This content has been created in order to support educators in providing their students with an
understanding of Artificial Intelligence (AI), to increase knowledge of this emerging technology,
and to inspire engagement in Imagine Cup Junior.
The content makes use of real life scenarios and how AI can have an impact on the world
around them. Educators can use real life scenarios, case studies, research-based action-
oriented tasks, and examples from everyday life as part of the student learning. The hands-on-
activities are designed to reinforce experiential learning and effective retention of the subject
matter.
The content is designed to be used as follows:
•
Educators can use the content to explain the theory of AI, as well as give practical demonstration
of the concepts via real-life examples and prompt students to put forward their own real-life
examples in order to demonstrate the comprehension of the concept and its possible
applications.
•
Having been provided with a handbook, students should be encouraged to collaborate,
research, explore, and utilize the various resources available .
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