Note for Module 06-34238 (2021) 2022 KevinZonda Artificial Intelligence 1 Level 1/C More information 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