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https://github.com/eesunmoon/artificial_intelligence
[Fall 2021] Artificial Intelligence
https://github.com/eesunmoon/artificial_intelligence
ai artificial-intelligence artificial-neural-networks cnn deep-learning dl lstm neural-network neural-networks python reinforcement-learning rnn
Last synced: about 2 months ago
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[Fall 2021] Artificial Intelligence
- Host: GitHub
- URL: https://github.com/eesunmoon/artificial_intelligence
- Owner: EesunMoon
- Created: 2021-11-06T03:59:14.000Z (about 3 years ago)
- Default Branch: main
- Last Pushed: 2024-10-14T01:35:34.000Z (3 months ago)
- Last Synced: 2024-10-17T21:01:12.325Z (3 months ago)
- Topics: ai, artificial-intelligence, artificial-neural-networks, cnn, deep-learning, dl, lstm, neural-network, neural-networks, python, reinforcement-learning, rnn
- Language: Jupyter Notebook
- Homepage:
- Size: 70.3 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# Artificial Intelligence
**[Fall 2021]**
## Overview
| # | Concept | Details |
|:---:|:-------------------------------------:|:-----------------------------------------------------------------------------------------------------------------------:|
| 1 | **Mathematics for Machine Learning** | - **Linear Algebra**: Handling data
- **Probability and Statistics**: Prediction (classification/regression)
- **Information Theory**: Entropy |
| 2 | **Perceptron and Multilayer Neural Networks** | - **Perceptron**
- **Multilayer Perceptron (MLP)** |
| 3 | **Introduction to Deep Learning** | |
| 4 | **Optimization Techniques** | |
| 5 | **Convolutional Neural Networks (CNN)**| |
| 6 | **Recurrent Neural Networks (RNN), Long Short-Term Memory (LSTM)** | |
| 7 | **Reinforcement Learning** | - **Practical Exercise**: Cliff Walking
- **Sarsa**
- **Q-learning** |
| 8 | **Deep Reinforcement Learning** | - **Practical Exercise**: Cliff Walking
- **DQN (Deep Q-Learning)**
- **Deep Sarsa** |