# 机器学习的数学基础

**Repository Path**: BinaryAI/M4ML

## Basic Information

- **Project Name**: 机器学习的数学基础
- **Description**: 《MATHEMATICS FOR MACHINE LEARNING》  一书的部分翻译
书的作者是 Marc Peter Deisenroth，A Aldo Faisal 和 Cheng Soon Ong
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 5
- **Created**: 2021-03-06
- **Last Updated**: 2025-01-26

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README


# 机器学习的数学基础

[【机器学习的数学基础】（一）线性代数(Linear Algebra)（上）](https://mp.weixin.qq.com/s?__biz=Mzg2MzM4Njk4MA==&mid=2247489064&idx=1&sn=a3351e11b75b58ba04d4db70fb9d7903&chksm=ce783a23f90fb335470006b00fae36fd8a3ac2dbe73deae0f2b4f43526c51aa2895828cc8364&token=28675777&lang=zh_CN#rd)

[【机器学习的数学基础】（二）线性代数(Linear Algebra)（中） ](https://mp.weixin.qq.com/s?__biz=Mzg2MzM4Njk4MA==&mid=2247489064&idx=2&sn=c5b6b546f85d0b5e0b91674e74688f06&chksm=ce783a23f90fb335f8aa11ddc9d4f2cf780d927f94ff5dbce6c2fc1a4aa27c4465bee02cefd6&token=28675777&lang=zh_CN#rd)

[【机器学习的数学基础】（三）线性代数(Linear Algebra)（下）](https://mp.weixin.qq.com/s?__biz=Mzg2MzM4Njk4MA==&mid=2247489064&idx=3&sn=6d0e6835409c767a6f5007052e9400cd&chksm=ce783a23f90fb335a7741ff58734009031ec72f430e9f165e6483f74097e0e3a0f057e33f059&token=28675777&lang=zh_CN#rd)

[【机器学习的数学基础】（四）解析几何(Analytic Geometry)（上）](https://mp.weixin.qq.com/s?__biz=Mzg2MzM4Njk4MA==&mid=2247489064&idx=4&sn=b4bba2c1000e7a2a2b943ebd9fda246e&chksm=ce783a23f90fb335d49428ccaa04a1512ba9257f3172335426561940272165e1ef996c917c4f&token=28675777&lang=zh_CN#rd)

[【机器学习的数学基础】（五）解析几何(Analytic Geometry)（下）](https://mp.weixin.qq.com/s?__biz=Mzg2MzM4Njk4MA==&mid=2247489064&idx=5&sn=b4e86ae6aebcdc072d9a6e3571e00efa&chksm=ce783a23f90fb335900482c2a77748b96207b200d08ac156e09f99905ec96027281bc4fb711e&token=28675777&lang=zh_CN#rd)

[【机器学习的数学基础】（六）矩阵分解(Matrix Decompositions)(上)](https://mp.weixin.qq.com/s?__biz=Mzg2MzM4Njk4MA==&mid=2247489064&idx=6&sn=bbb238908c5458a444b5a38b5aaa57e2&chksm=ce783a23f90fb33555cf5f248658de643305198644872e992dca12332e73e2c469a45cc13842&token=28675777&lang=zh_CN#rd)

[【机器学习的数学基础】（七）矩阵分解(Matrix Decompositions)(中)](https://mp.weixin.qq.com/s?__biz=Mzg2MzM4Njk4MA==&mid=2247489066&idx=1&sn=e0257c93ce6078cfbd1c15da5698f9ee&chksm=ce783a21f90fb3370c32e167a5bdec9cd870e13ab887023434b9620296f36ec34890211e8ef0&token=28675777&lang=zh_CN#rd)

[【机器学习的数学基础】（八）矩阵分解(Matrix Decompositions)(下)](https://mp.weixin.qq.com/s?__biz=Mzg2MzM4Njk4MA==&mid=2247489091&idx=1&sn=52fed4ba15859bb6fde4dace4fa98f00&chksm=ce783a48f90fb35e017d3a2830ba0668a3fea27bb16e45e11c5e48e0e0c2ffd3f3c3717d9c9a&token=28675777&lang=zh_CN#rd)

[【机器学习的数学基础】（九）向量微积分(Vector Calculus)(上)](https://mp.weixin.qq.com/s?__biz=Mzg2MzM4Njk4MA==&mid=2247489185&idx=1&sn=457b205252d89f7d5a805e3071708371&chksm=ce783aaaf90fb3bc4d725ce1c7eadd5e4b5cd92c4c61c43d1dae61f9f853ab8df56c24531582&token=28675777&lang=zh_CN#rd)

[【机器学习的数学基础】（十）向量微积分(Vector Calculus)(下)](https://mp.weixin.qq.com/s?__biz=Mzg2MzM4Njk4MA==&mid=2247489390&idx=1&sn=662e1fd719580989071d0f1d81e6aead&chksm=ce783b65f90fb273c290be1b11fb9150173c0b1fd1aa6b33fec8a007152da304682f2f0fc813&token=28675777&lang=zh_CN#rd)

[【机器学习的数学基础】（十一）概率与分布(Probability and Distributions)(上)](https://mp.weixin.qq.com/s?__biz=Mzg2MzM4Njk4MA==&tempkey=MTExMl9IL2dyUzlhanJsZ0QxYno5T2FBNDgwTE5ibXVqNnlBa3R0cWp0SzFxbWdDZlBPdmptZ3plcHpDS1NrWW9Ob0R4SHpHRTBHQXpxLWhGaVA3UE42SG1zSHltbF9mVXQybmZrc25oNXVYVndJNmg5YTJ6bEFZSkltamtFdWxfMHpEN001bW9yWnBZREQ1YzNUZ3VWVFItcVFhcWRLRUQwZXB5YXBKSW1Rfn4=&chksm=ce783523f90fbc3537d97db4d97b5149de8756e27f445692fc81151c887b40c98202d9cadac5&token=28675777&lang=zh_CN#rd)

[【机器学习的数学基础】（十二）概率与分布(Probability and Distributions)(中)](https://mp.weixin.qq.com/s?__biz=Mzg2MzM4Njk4MA==&tempkey=MTExMl93TmIvSU82VzdCVlhtRnI0T2FBNDgwTE5ibXVqNnlBa3R0cWp0SzFxbWdDZlBPdmptZ3plcHpDS1NrYVRweWZiTlItd3lwaWJ3Qm1ObldjOWhsMUdyY0VYTkdaeVgtOWdieTNCVjdVRzk3NHZpM1NhLU83VU9oa0hyWDdyU1dNdWNUR2ItN0ViRTg0bmhKQkVWTVdEYWhYcDBURlZWUU5PbHcxTHlnfn4=&chksm=ce783523f90fbc357a37090d843a79773c6d8e0b39538e4ef5137822c17914f0a46f69b77b46&token=28675777&lang=zh_CN#rd)

[【机器学习的数学基础】（十三）概率与分布(Probability and Distributions)(下)](https://mp.weixin.qq.com/s?__biz=Mzg2MzM4Njk4MA==&mid=2247489833&idx=1&sn=afd8cc9813b8b2ee12b39df132167009&chksm=ce783522f90fbc34a62f19dae0f593eb2c87ca7d38e27b29affa40a3e154ac88115922377f0a&token=28675777&lang=zh_CN#rd)

[【机器学习的数学基础】（十四）连续优化(Continuous Optimization)](https://mp.weixin.qq.com/s?__biz=Mzg2MzM4Njk4MA==&mid=2247489887&idx=1&sn=45cc60f14c9de0748aad8450a7ded451&chksm=ce783554f90fbc4255610f35b40cae43e2becda6a4294eaf89e3f43215106d3e7a9faf21efee&token=28675777&lang=zh_CN#rd)

以上文章是《MATHEMATICS FOR MACHINE LEARNING》一书的部分翻译

书的作者是 Marc Peter Deisenroth，A Aldo Faisal 和 Cheng Soon Ong