# a_journey_into_math_of_ml

**Repository Path**: lm_main/a_journey_into_math_of_ml

## Basic Information

- **Project Name**: a_journey_into_math_of_ml
- **Description**: No description available
- **Primary Language**: Python
- **License**: MIT
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 1
- **Created**: 2024-07-03
- **Last Updated**: 2024-07-03

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# a_journey_into_math_of_ml
### 机器学习之数学之旅系列课程:   
作者邮箱: espresso_ml@hotmail.com    
__视频讲解频道__:   
**youtube**:   
https://www.youtube.com/channel/UCZ4Rpk5ilk5w1uO3KRNaYBg   
**Bilibili**:   
https://space.bilibili.com/255296093   
**知乎**专栏:
espresso数据萃取机   
https://zhuanlan.zhihu.com/c_1018534554512035840
   
   
### 目前的课程(请点击, 指向对应repo目录和视频链接):   

|  |   
| :------------------------------------------------------------------------- |   
| 书面教程: [图解极大似然估计推导与3D可视化](https://github.com/aespresso/a_journey_into_math_of_ml/tree/master/00_maximum_likelihood_estimationa_and_3d_visualization) |  
| 视频讲解: [B站讲解](https://www.bilibili.com/video/av54346038/) / [youtube](https://www.youtube.com/watch?v=C6a-SMY0H50)|
| 书面教程: [逻辑回归(一)-logit-odds-sigmoid函数-最大似然估计](https://github.com/aespresso/a_journey_into_math_of_ml/tree/master/01_logistic_regression) |
| 视频讲解: [B站讲解](https://www.bilibili.com/video/av53400966/) / [youtube](https://www.youtube.com/watch?v=i3zz7DQU3tc&t=535s) |
| 书面教程: [逻辑回归(二)-交叉熵与困惑度](https://github.com/aespresso/a_journey_into_math_of_ml/tree/master/01_logistic_regression) |
| 视频讲解: [B站讲解](https://www.bilibili.com/video/av53704693/) / [youtube](https://www.youtube.com/watch?v=bkC1Lna4lBY&t=16s) |
| 书面教程: [逻辑回归(三)-梯度下降-偏导数-求导最小化-分类边界可视化](https://github.com/aespresso/a_journey_into_math_of_ml/tree/master/01_logistic_regression) |   
| 视频讲解: [B站讲解](https://www.bilibili.com/video/av54780873/) / [youtube](https://www.youtube.com/watch?v=up85PnWFBY8&t=9s) |
| 书面教程: [机器学习之数学之旅-从零推导adaboost与3D可视化-特征选择-集体智能-集成学习-boosting](https://github.com/aespresso/a_journey_into_math_of_ml/tree/master/02_adaboost) |    
| 视频讲解: [B站讲解](https://www.bilibili.com/video/av56033745/) / [youtube](https://www.youtube.com/watch?v=-rqGPD06Ifs&t=5s) |
| 书面教程: [汉语自然语言处理-从零解读碾压循环神经网络的transformer模型(一)](https://github.com/aespresso/a_journey_into_math_of_ml/tree/master/03_transformer_tutorial_1st_part) |   
| 视频讲解: [B站讲解](https://www.bilibili.com/video/av58239477/) / [youtube](https://www.youtube.com/watch?v=wLKsaZWeuCM) |
| 书面教程: [汉语自然语言处理-BERT的解读语言模型预训练与实践应用-transformer模型(二)](https://github.com/aespresso/a_journey_into_math_of_ml/tree/master/04_transformer_tutorial_2nd_part) |   
| 视频讲解: [B站讲解](https://www.bilibili.com/video/av60168891/) / [youtube]() |
| 书面教程: [汉语自然语言处理-隐马尔可夫模型命名实体识别NER-HMM-从零解读-概率图模型-生成模型](https://github.com/aespresso/a_journey_into_math_of_ml/tree/master/05_NER_hidden_markov_model) |   
| 视频讲解: [B站讲解](https://www.bilibili.com/video/av68032676/)|
| 书面教程: [汉语自然语言处理-维特比算法与NER](https://github.com/aespresso/a_journey_into_math_of_ml/tree/master/05_NER_hidden_markov_model) |   
| 视频讲解: [B站讲解](https://www.bilibili.com/video/av68907334/)|