{"id":15145383,"url":"https://github.com/myazi/mylearn","last_synced_at":"2025-10-24T00:31:28.328Z","repository":{"id":55426198,"uuid":"90519360","full_name":"myazi/myLearn","owner":"myazi","description":"machine learning algorithm","archived":false,"fork":false,"pushed_at":"2021-11-09T12:21:04.000Z","size":39822,"stargazers_count":163,"open_issues_count":1,"forks_count":63,"subscribers_count":13,"default_branch":"master","last_synced_at":"2025-01-30T21:35:33.794Z","etag":null,"topics":["adaboost","bayes","cart","crf","dnn","gmm","hmm","id3","kmeans-clustering","knn","linear-regression","log","logistic-regression","memm","rf","softmax-regression","svm"],"latest_commit_sha":null,"homepage":"","language":"C++","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/myazi.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2017-05-07T08:37:31.000Z","updated_at":"2024-12-26T08:57:18.000Z","dependencies_parsed_at":"2022-08-15T00:01:04.228Z","dependency_job_id":null,"html_url":"https://github.com/myazi/myLearn","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/myazi%2FmyLearn","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/myazi%2FmyLearn/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/myazi%2FmyLearn/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/myazi%2FmyLearn/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/myazi","download_url":"https://codeload.github.com/myazi/myLearn/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":237896559,"owners_count":19383543,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["adaboost","bayes","cart","crf","dnn","gmm","hmm","id3","kmeans-clustering","knn","linear-regression","log","logistic-regression","memm","rf","softmax-regression","svm"],"created_at":"2024-09-26T11:24:12.465Z","updated_at":"2025-10-24T00:31:25.211Z","avatar_url":"https://github.com/myazi.png","language":"C++","funding_links":[],"categories":[],"sub_categories":[],"readme":"# myLearn\n\n**make:生成可执行文件**\n\n**demo.sh:调试入口**\n\n**model.conf:模型参数**\n\n\n-----------------------------------------------------------------------------------\n**从线性到非线性模型**\n\n  1、线性回归，岭回归，Lasso回归，局部加权线性回归\n\n  2、logistic回归，softmax回归，最大熵模型\n\n  3、广义线性模型\n\n  4、Fisher线性判别和线性感知机\n\n  5、三层神经网络\n\n  6、支持向量机\n\n**统计概率模型**\n\n  1、高斯判别分析\n\n  2、朴素贝叶斯\n\n  3、隐马尔可夫模型\n\n  4、最大熵马尔科夫模型\n\n  5，条件随机场\n\n  6，马尔科夫决策过程\n\n**树模型**\n\n  1、决策树 ID3，C4.5，CART\n\n  2、随机森林RF\n\n  3、Adaboost\n\n  4、GBDT\n\n  5、XGboost\n\n  6、孤立森林（异常检测）\n  \n**聚类模型**\n\n  1、层次聚类\n\n  2、原型聚类-K-means\n\n  3、模型聚类-GMM\n\n  4、EM算法-LDA主题模型\n\n  5、密度聚类-DBSCAN\n\n  6、图聚类-谱聚类\n\n**特征工程**\n\n  1、特征工程\n\n  2、特征提取\n\n  3、特征选择\n\n**学习理论**\n\n  1、基本概念\n\n  2、PAC理论\n\n  3、VC维\n  \n  4、极大似然，最大后验概率，贝叶斯估计\n\n  5、模型选择与评价评价\n\n  6、模型诊断调参\n  \n**深度学习**\n  .\n  .\n\n**哈希学习**\n  .\n  .\n  \n**自然语言处理**\n  .\n  .\n\n**搜索推荐**\n  .\n  .\n\n\n  \n  \n  \n\n\n\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmyazi%2Fmylearn","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmyazi%2Fmylearn","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmyazi%2Fmylearn/lists"}