COMP4702/7703精讲班

大学：University of Queensland

专业：COMP4702/COMP7703 Machine Learning

授课方式：线上/线下

报名人数：11

开课时间：2021/03/14

$1188

Lesson 01 Linear Regression & Naive Bayes

TO DO: Regression_demo中仅实现train过程，test过程部分代码还未完成。缺失部分已在脚本中注明。

本节课程资料:

demo .zip

Lesson 02 Multivariate parametric & Non-parametric

Multivariate parameters Nearest Mean Classifier Linear Discriminate Analysis Quadratic Discriminant Analysis Gaussian Mixture Model (GMM) Non-parametric Model (Kernel estimator)

本节课程资料:

week 4.pdf
hw3.py.zip

Lesson 03 Clustering

Kmeans, Meanshift

本节课程资料:

week 5.pdf
material.zip

Lesson 04 Dimension Reduction

PCA, Fisher Linear Discriminant, t-SNE

本节课程资料:

DATA7703.pdf
materials.zip

Lesson 05 Ensemble Methods

集成模型（装袋，提升）概念，讲解实现代码

Lesson 06 Perceptron

感知机，神经网络

本节课程资料:

week7.pdf
NN.py.zip

Lesson 07 Nerual Network

gradient descent, backpropagation, CNN

Lesson 08 Support Vector Machine (SVM)

支持向量机概念讲解

本节课程资料:

week 9.pdf

Lesson 09 Ensemble Model

集成模型

本节课程资料:

WEEK 9.pdf

Lesson 10 Final Revision 1

期末复习1

本节课程资料:

code.zip
data7703 final 2021.pdf

Lesson 11 Final Revision 2

期末复习2

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