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Private & Confidential
A (very) Basic Guide to AI (Artificial
Intelligence)
Understanding the
Fundamentals
Private & Confidential
Overview
● Introduction to AI
● Evolution of AI
● Types of AI
● Machine Learning
● Deep Learning
● Applications of AI
● Ethical Considerations
● Future of AI
● MAGES Institute’s TIPP courses
2
Private & Confidential
Introduction to AI
3
Definition of AI
Artificial Intelligence (AI) refers to the
simulation of human intelligence in machines.
● Purpose of AI
○ "AI aims to perform tasks that
typically require human
intelligence, such as visual
perception, speech recognition,
decision-making, and language
translation."
Example: Virtual assistants like Siri and Alexa
utilize AI to understand and respond to user
commands.
Private & Confidential
Evolution of AI
4
● Historical Overview
○ "AI research began in the 1950s,
with early focus on symbolic
reasoning and problem-solving."
● Modern AI
○ "Recent advancements in data
availability and computational
power have led to the rise of
machine learning and deep
learning."
Example: IBM's Deep Blue defeating chess
champion Garry Kasparov in 1997 marked a
significant milestone in AI's evolution.
Source: Statista
Market Size Gen AI - Singapore
5
Source: https://www.statista.com/outlook/tmo/artificial-
intelligence/singapore#market-size
● The market size in the Artificial
Intelligence market is projected to
reach US$3.88bn in 2024.
● The market size is expected to show
an annual growth rate (CAGR 2024-
2030) of 17.84%, resulting in a
market volume of US$10.39bn by
2030.
● In global comparison, the largest
market size will be in the United
States (US$106.50bn in 2024).
Private & Confidential
Private & Confidential
Types of AI
● Narrow AI
○ "Also known as Weak AI."
○ "Designed to perform specific tasks, such as virtual assistants, recommendation
systems, and image recognition."
● General AI
○ "Also known as Strong AI."
○ "Hypothetical AI with human-like cognitive abilities, capable of understanding,
learning, and reasoning across various domains."
Example: Narrow AI includes self-driving cars, while General AI remains a theoretical concept
depicted in science fiction.
6
Private & Confidential
Machine Learning
7
A subset of AI that enables machines to learn from
data without being explicitly programmed.
● Types of Machine Learning
○ Supervised Learning: Training a model
with labeled data.
○ Unsupervised Learning: Discovering
patterns in unlabeled data.
○ Reinforcement Learning: Learning
through trial and error.
Example: Email spam filters use supervised learning
to classify emails as spam or not spam based on
past examples.
Private & Confidential
Deep Learning
8
A subset of machine learning that utilizes artificial
neural networks to model and understand complex
patterns in data.
● Applications
○ Image Recognition: Identifying objects in
images or videos.
○ Natural Language Processing:
Understanding and generating human
language.
○ Speech Recognition: Converting spoken
language into text.
Example: Deep learning powers facial recognition
technology used in smartphones and security
systems.
Private & Confidential
Applications of AI
9
● Healthcare
○ Disease Diagnosis: AI can analyze medical images for early detection of diseases like
cancer.
○ Drug Discovery: AI accelerates drug development by predicting molecular interactions.
● Finance
○ Fraud Detection: AI algorithms detect suspicious patterns in financial transactions.
○ Algorithmic Trading: AI predicts market trends and executes trades autonomously.
● Transportation
○ Autonomous Vehicles: AI enables self-driving cars to navigate roads safely.
○ Traffic Management: AI optimizes traffic flow and reduces congestion in urban areas.
Example: Tesla's Autopilot feature demonstrates the potential of AI in enabling semi-autonomous
driving.
Private & Confidential
Ethical Considerations
10
● Bias in AI
○ "AI algorithms can inherit biases from the data they are trained on, leading to unfair or
discriminatory outcomes."
● Privacy Concerns
○ "AI systems often rely on vast amounts of personal data, raising questions about data privacy
and security."
Example: Facial recognition technology has faced criticism for its potential to perpetuate racial biases in
law enforcement.
Private & Confidential
Future of AI
11
● Advancements
○ "Continued improvements in AI algorithms,
hardware, and data availability."
● Challenges
○ "Ethical and regulatory concerns."
○ "Ensuring transparency and accountability in
AI systems."
Example: Research in quantum computing holds promise
for enhancing AI capabilities beyond current limitations.
Private & Confidential
#GetIntoTech
12
Our 6 Months Professional Certificate Programs in Full
Stack Web Development, Product Management with UX,
and Cybersecurity are designed from the ground up
exclusively for career switchers looking to transition from a
non-ICT background to an ICT role.
Keep watching this space for more details
https://mages.edu.sg/
Thank You for taking the First Step.
Private & Confidential
THE FUTURE IS HERE

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A (very) Basic Guide to AI (Artificial Intelligence)

  • 1. Private & Confidential A (very) Basic Guide to AI (Artificial Intelligence) Understanding the Fundamentals
  • 2. Private & Confidential Overview ● Introduction to AI ● Evolution of AI ● Types of AI ● Machine Learning ● Deep Learning ● Applications of AI ● Ethical Considerations ● Future of AI ● MAGES Institute’s TIPP courses 2
  • 3. Private & Confidential Introduction to AI 3 Definition of AI Artificial Intelligence (AI) refers to the simulation of human intelligence in machines. ● Purpose of AI ○ "AI aims to perform tasks that typically require human intelligence, such as visual perception, speech recognition, decision-making, and language translation." Example: Virtual assistants like Siri and Alexa utilize AI to understand and respond to user commands.
  • 4. Private & Confidential Evolution of AI 4 ● Historical Overview ○ "AI research began in the 1950s, with early focus on symbolic reasoning and problem-solving." ● Modern AI ○ "Recent advancements in data availability and computational power have led to the rise of machine learning and deep learning." Example: IBM's Deep Blue defeating chess champion Garry Kasparov in 1997 marked a significant milestone in AI's evolution. Source: Statista
  • 5. Market Size Gen AI - Singapore 5 Source: https://www.statista.com/outlook/tmo/artificial- intelligence/singapore#market-size ● The market size in the Artificial Intelligence market is projected to reach US$3.88bn in 2024. ● The market size is expected to show an annual growth rate (CAGR 2024- 2030) of 17.84%, resulting in a market volume of US$10.39bn by 2030. ● In global comparison, the largest market size will be in the United States (US$106.50bn in 2024). Private & Confidential
  • 6. Private & Confidential Types of AI ● Narrow AI ○ "Also known as Weak AI." ○ "Designed to perform specific tasks, such as virtual assistants, recommendation systems, and image recognition." ● General AI ○ "Also known as Strong AI." ○ "Hypothetical AI with human-like cognitive abilities, capable of understanding, learning, and reasoning across various domains." Example: Narrow AI includes self-driving cars, while General AI remains a theoretical concept depicted in science fiction. 6
  • 7. Private & Confidential Machine Learning 7 A subset of AI that enables machines to learn from data without being explicitly programmed. ● Types of Machine Learning ○ Supervised Learning: Training a model with labeled data. ○ Unsupervised Learning: Discovering patterns in unlabeled data. ○ Reinforcement Learning: Learning through trial and error. Example: Email spam filters use supervised learning to classify emails as spam or not spam based on past examples.
  • 8. Private & Confidential Deep Learning 8 A subset of machine learning that utilizes artificial neural networks to model and understand complex patterns in data. ● Applications ○ Image Recognition: Identifying objects in images or videos. ○ Natural Language Processing: Understanding and generating human language. ○ Speech Recognition: Converting spoken language into text. Example: Deep learning powers facial recognition technology used in smartphones and security systems.
  • 9. Private & Confidential Applications of AI 9 ● Healthcare ○ Disease Diagnosis: AI can analyze medical images for early detection of diseases like cancer. ○ Drug Discovery: AI accelerates drug development by predicting molecular interactions. ● Finance ○ Fraud Detection: AI algorithms detect suspicious patterns in financial transactions. ○ Algorithmic Trading: AI predicts market trends and executes trades autonomously. ● Transportation ○ Autonomous Vehicles: AI enables self-driving cars to navigate roads safely. ○ Traffic Management: AI optimizes traffic flow and reduces congestion in urban areas. Example: Tesla's Autopilot feature demonstrates the potential of AI in enabling semi-autonomous driving.
  • 10. Private & Confidential Ethical Considerations 10 ● Bias in AI ○ "AI algorithms can inherit biases from the data they are trained on, leading to unfair or discriminatory outcomes." ● Privacy Concerns ○ "AI systems often rely on vast amounts of personal data, raising questions about data privacy and security." Example: Facial recognition technology has faced criticism for its potential to perpetuate racial biases in law enforcement.
  • 11. Private & Confidential Future of AI 11 ● Advancements ○ "Continued improvements in AI algorithms, hardware, and data availability." ● Challenges ○ "Ethical and regulatory concerns." ○ "Ensuring transparency and accountability in AI systems." Example: Research in quantum computing holds promise for enhancing AI capabilities beyond current limitations.
  • 12. Private & Confidential #GetIntoTech 12 Our 6 Months Professional Certificate Programs in Full Stack Web Development, Product Management with UX, and Cybersecurity are designed from the ground up exclusively for career switchers looking to transition from a non-ICT background to an ICT role. Keep watching this space for more details https://mages.edu.sg/ Thank You for taking the First Step.
  • 13. Private & Confidential THE FUTURE IS HERE