Module 7: Artificial Intelligence Flashcards
1
Q
AI present day renaissance
A
- Powerful computers: become widely available, such as cloud computing and GPU
- Big data: availability of large amount of data due to internet and smart mobile phones
- Software algorithms: machine learning, deep learning
(read AI implementation)
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
3
Q
Basis
A
- Alexnet (read)
- 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 - Deep neural network for deep learning
- multiple layers of hidden layers
- much more sophisticated algorithms can be learnt
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
5
Q
AI Concerns
A
- Job loss
- Misuse of AI
- AI explainability
- AI bias
- AI ethics in decision making
(read summary)