Zhuxz's Blog

Supervised learning

Supervised learning

发表于2024-05-14|Lecture NotesMachine Learning|linear-regression•machine-learning•least-square-estimation•logistic-regression•backpropagation-algorithm

linear/logistic regression, Neural Networks, SVM

Data Domain

发表于2024-05-12|Lecture NotesData Science|data-science

关于数据分布以及如何解决数据分布差异化问题

Data Sampling

发表于2024-05-11|Lecture NotesData Science|data-science•mle

数据采样与数据分布之间的关系

Linear models

发表于2024-04-21|Lecture NotesMachine Learning|machine-learning•pca•svd•mse•gaussian-distribution•ica

PCA, FA, ICA

Singular Value Decomposition and Eigen Decomposition

Singular Value Decomposition and Eigen Decomposition

发表于2024-04-21|Lecture NotesData Science|svd•data-science

SVD 和特征值分解的相关知识

Correlation and Causation

Correlation and Causation

发表于2024-04-17|Lecture NotesData Science|causation•data-science•correlation

相关性和因果性

Feature Encoding

Feature Encoding

发表于2024-04-09|Lecture NotesData Science|data-science

特征编码，如何把局部的特征聚合成整体的特征

Data Preprocessing and Visualization

Data Preprocessing and Visualization

发表于2024-04-08|Lecture NotesData Science|data-science

数据预处理与数据可视化

Learning theory

Learning theory

发表于2024-03-29|Lecture NotesMachine Learning|machine-learning•em-algorithm•latent-variable•kl-divergence•bayesian-learning•model-selection

General EM, Maximum Likelihood, Bayesian Learning, Model Selection

Kernel Trick

发表于2024-03-23|Lecture NotesData Science|svm•data-science

核方法

Distance Metric

Distance Metric

发表于2024-03-22|Lecture NotesData Science|data-science

距离度量

Zero-sum Game

发表于2024-03-19|Lecture NotesGame Theory|game-theory•zero-sum-game•lp-duality

零和博弈与对偶解法

Strategy-form Game

Strategy-form Game

发表于2024-03-12|Lecture NotesGame Theory|game-theory•nash-equilibrium•prisioner-dilemma•dominant-strategy

关于博弈论的形式化描述

Introduction

发表于2024-03-11|Lecture NotesGame Theory|game-theory•prisioner-dilemma•braess-paradox

博弈论基础

Feature Engineering

Feature Engineering

发表于2024-03-10|Lecture NotesData Science|pca•data-science•feature•lda•t-sne

特征工程与数据降维

Clustering

发表于2024-03-09|Lecture NotesMachine Learning|machine-learning•k-mean•gmm•clustering•online-learning•em-algorithm

K-mean, CL, GMM

数据加载中