Module 7: Artificial Intelligence Flashcards

1
Q

AI present day renaissance

A
  1. Powerful computers: become widely available, such as cloud computing and GPU
  2. Big data: availability of large amount of data due to internet and smart mobile phones
  3. Software algorithms: machine learning, deep learning
    (read AI implementation)
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2
Q

Deep learning (most popular)

A
  • Implementation of ML based on deep neural network that mimics the human brains
  • artificial neural network: classifying numbers-based data
  • convolution neural network (CNN): classifying images
  • recurrent neural network (RNN): time series data
  • deep reinforcement learning
  • transfer learning
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3
Q

Basis

A
  1. Alexnet (read)
  2. Neurons and Neural Network
    -Hidden layer: consist of learnable parameters. The algorithm that can learn and improve by itself
    - Mimics the human brain to recognize pattern: ability to learn
  3. Deep neural network for deep learning
    - multiple layers of hidden layers
    - much more sophisticated algorithms can be learnt
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4
Q

AI application

A

read the details
1. Robotics
2. Autonomous Automotive and Navigation 3. Social Media
4. Consumer Electronics
5. Business and E-commerce
6. Banking and Finance
7. Healthcare
8. Farming and Precision Agriculture
9. Education

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5
Q

AI Concerns

A
  • Job loss
  • Misuse of AI
  • AI explainability
  • AI bias
  • AI ethics in decision making
    (read summary)
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