Note for Module 06-34238 (2021)

2022 KevinZonda

Artificial Intelligence 1
Level 1/C
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Content

• Cheat Sheet
• Week 1
  • Module Introduction
  • Extra: Machine Learning Basics
  • Extra: Hierarchical Clustering & Expectation-Maximization
  • Extra: K-means
• Week 2
  • Mathematical Symbols Explanations
  • GMM/EM
  • DBSCAN
• Week 3
  • Introduction to Supervised Learning/监督学习介绍
  • Linear Regression - Part 1
  • Gradient Descent/梯度下降
  • Linear Regression - Part 2
• Week 4
  • Logistic Regression/逻辑回归
  • Neural Network/神经网络
  • Overfitting/过拟合
• Week 5
  • Evaluation & Hyperparameter Tuning
• Week 6
  • Probability
  • Bayers' Theorem/贝叶斯定理
  • Naïve Bayes/朴素贝叶斯
  • k-Nearest Neighbours
• Week 7
  • Uninformed Search