A_journey_into_math_of_ml
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a_journey_into_math_of_ml
机器学习之数学之旅系列课程:
作者邮箱: [email protected]
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 |
| 视频讲解: B站讲解 / youtube |
| 书面教程: 逻辑回归(一)-logit-odds-sigmoid函数-最大似然估计 |
| 视频讲解: B站讲解 / youtube |
| 书面教程: 逻辑回归(二)-交叉熵与困惑度 |
| 视频讲解: B站讲解 / youtube |
| 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 |
| 视频讲解: B站讲解 / youtube |
| 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 |
| 视频讲解: B站讲解 / youtube |
| 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) |
| 视频讲解: B站讲解 / youtube |
| 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) |
| 视频讲解: B站讲解 / 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 |
| 视频讲解: B站讲解 |
| 书面教程: 汉语自然语言处理-维特比算法与NER |
| 视频讲解: B站讲解 |
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