Artificial Intelligence Flashcards

1
Q

What is AI?

A

It is a simulation of computer intelligent behavior, focusing on the abilities of machines to make selections and decision based on different factors

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2
Q

What are the types of intelligences?

A

1) narrow AI

2) General AI

3) Super AI

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3
Q

What is the history of AI?

A

1950: the turning test imitation game by Alan Turing

1955 John McCarthy first lined the term AI

11956-1974 the golden years (game playing, machine translation)

1974-1979 AI Winter (financial setbacks, funding of AI disappeared, limited computer power)

1980: AI boom (expert system to solve domain-specific problems)

1997: Deep Blue (IBM) beats Garry Kasparov (WORLD CHESS CHAMPION)

2012: deep learning revolution

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4
Q

What is data science & data analytics?

A

Uses scientific algorithms and tools to extract knowledge and insights from structured and unstructured data (knowledge representation, automated reasoning) it can take decisions by accurate & efficient analysis of large amount of data, replacing consultant’s used to make decisions, it also helps business companies predict future trends and outcomes

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5
Q

What is machine & deep learning?

A

Machine learning is: algorithms with the ability to learn without being explicitly programmed

Deep learning: subset of machine learning in which artificial neural networks adapt and learn from vast amount of data

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6
Q

What are the field of AI?

A

1) medicine

2) AI applications

3) Autonomus cars

4) Gaming

5) Smart homes

6) Cleaning oceans

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7
Q

What is meant by narrow AI?

A
  • The only form of AI humanity have achieved until now
  • Good at performing a single task within a limited context/field
  • like: playing chess, making purchase suggestions, googles translate engine
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8
Q

What is General AI?

A

Human-level AI/strong AI includes understanding and reasoning its environment as a human world (how do we perceive things, juggle between multiple unrelated thoughts, making use of memories when making a decision)

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9
Q

What is Super AI?

A

It is when AI becomes much smarter than human brains in every field.

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10
Q

What is the turning test?

A
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11
Q

What is the subfields of AI?

A

1) neural networks

2) planning

3) robotics

4) matinee learning

5) natural language processing

6) perception

7) knowledge

8) cognitive system

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12
Q

What is visual AI?

A

1) pattern recognition (predicts patterns with high amount of accuracy)

2) computer vision (interprets info from images/videos)

Examples:
- facial AI
- Natural language processing (Siri, Alexa, etc)
- Text recognition (detects fake news)
- fraud detection (used by banks to detect fake bills)
- fingerprint detection

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13
Q

Machine learning vs deep learning

A

Machine learning:
- subset of AI
- train on smaller data sets
- requires more human intervention to correct and learn
- shorter training and lower accuracy
- a study of algorithms and models to perform a task without explicit instructions (erects spam emails)

Deep learning:
- subset of machine learning
- requires large amount of data
- learn from its own from the environment and past mistakes
- longer training and higher accuracy
- learn from large amount of data using neural networks like tossing bot (princeton)

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