Git Product home page Git Product logo

tiny_ml's Introduction

tinyml

利用numpy实现的一些周志华《机器学习》（西瓜书）一书及 斯坦福cs229课程中的算法，宜配合西瓜书和cs229课件食用。并选择性实现了一些经典算法的简易版本， 如 按照陈天奇的slides实现的XGBRegressor。

已经实现的算法

和sklearn实现的比较

Algorithm vs. RMSE sklearn-boston
tinyml sklearn
LinearRegression 27.196 27.196
SGDRegressor 27.246 27.231
DecisionTreeRegressor 21.887 21.761
RandomForestRegressor 21.142 21.142
GradientBoostRegressor 16.778 16.106
XGBRegressor 20.149 15.7
Algorithm vs. RMSE sklearn-breast_cancer
tinyml sklearn
NaiveBayes 90.64% 90.64%
LogisticRegression 92.98% 92.98%
LDA 94.15% 92.40%
GDA 92.40% 93.57%
SVC 86.55% 92.98%
AdaboostClassifier 92.40% 92.40%
  • 聚类算法比较 代码
  • KMeans
tinyml KMeans sklearn KMeans
  • DBSCAN
tinyml DBSCAN sklearn DBSCAN
  • GMM
tinyml GMM sklearn GMM
  • AGNES
tinyml AGNES sklearn AGNES
  • 降维算法比较 代码
  • PCA
tinyml PCA sklearn PCA
  • KernalPCA
tinyml KernalPCA sklearn KernalPCA
  • LLE
tinyml LLE sklearn LLE
  • MDS
tinyml MDS sklearn MDS

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.