Duco Digital Training

Course Syllabus

Section One Overview

Section 1 Contents

What Is Artificial Intelligence (AI)?

What Is Human Intelligence?

IQ & EQ

Aristotle

The Scientific Method

Timeline of AI & Machine Learning (ML)

Industrial Revolutions

Universal Design

Machines Learn From Data

Tom Mitchell's Definition of ML

Heuristic

A Human is More Than IQ & EQ

Identifying Objects

The Digital Human

Human Brain Inspired AI 'Deep Learning' (DL)

Test Your Learning - Part One

Summary

Section Two Overview

Section 2 Contents

3 Steps/Components in a ML Project

Research and Development - R&D

Benefits of Using AI and ML in Engineering

Benefits of Using AI and ML in Health and Social Care

Benefits of Using AI and ML in Logistics

Benefits of Using AI and ML in Entertainment

Benefits of Using AI and ML in Sales and Marketing

1970's - Optical Character Recognition (OCR)

ML Enabling IoT and Big Data

ML Enabling Cloud High Performance Computing (HPC)

ML Enabling Deep Learning Artificial Neural Networks

ML Enabling Deep Reinforcement Learning

Funding for ML Projects

ML Classification Examples

Ethics

What Humans Do Well

Humans and Machines Working Together

ML Challenges and Risks 1/3

ML Challenges and Risks 2/3

ML Challenges and Risks 3/3

Test your learning - Part Two

Summary

Section Three Overview

Section 3 Contents

Tom Mitchell's Definition of ML

Engineers Build Models Everyday

Schematic of an AI Program

Features of an Agent

Types of an Agent

Russell and Norviq - A General Learning Agent

Typical Agent Functionality

State of the Agent World

Machine Learning - Part of the AI Toolkit

Types of ML

Test your learning - Part Three

Summary

Section Four Overview

Section 4 Contents

Batch and Offline Learning

Online Learning

Instance Based and Model Based Learning

ML is Multi-Disciplinary

ML - Good Data and Algorithms

ML - Good Data and Algorithms: Overfitting

ML - Good Data and Algorithms: Underfitting

ML - Good Data and Algorithms: Underfitting

Test Your Learning - Part Four

Summary

Section 5 Contents

Humans and Machines Working Together (further reading)

Ethics - Challenge

Robotics Guidelines - EPSRC

Ethics in AI

Super AI - Consciousness

Human Roles

How Humans Complement Machines

How AI Enhances Humans

Asilomar Principles

Test Your Learning - Part Five

Summary

Section Five Overview