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KevinZonda committed May 20, 2024
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# 高斯混合模型
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# 聚类算法
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- 自然语言处理:
- [深度学习](./4-DeepLearning/)
- [序列模型](./5-SequenceModel/)
- [序列模型](./5-SequenceModel/)

- 数据科学与数据分析:
- [聚类算法](./Clustering/)
- [数据挖掘与数据分析](./DataMining/)

适用于伯明翰大学学生的建议:

- 大一:
- [聚类算法](./Clustering/)
- 大二:
- [信息论](./3-InformationTheory/)
- [Old School](./OldSchool/)
- 大三:
- Nerual Computation:
- [深度学习](./4-DeepLearning/)
- Machine Learning:
- [学习理论](./7-LearningTheory/)
- Intelligent Data Analysis:
- [数据挖掘与数据分析](./DataMining/)
- Natural Language Processing:
- [序列模型](./5-SequenceModel/)
20 changes: 15 additions & 5 deletions SUMMARY.md
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- [生成对抗网络 GAN](./4-DeepLearning/4.x-GAN.md)
- [自注意力机制与 Transformer [WIP]](./4-DeepLearning/4.x-SelfAttention.md)

- [信息论](./3-InformationTheory/README.md)
- [自信息与熵](./3-InformationTheory/1-InfoAndEntropy.md)
- [联合熵、条件熵、散度与互信息](./3-InformationTheory/2-CondEntropyAndD.md)
- [序列模型](./5-SequenceModel/README.md)
- [循环神经网络 RNN](./5-SequenceModel/5.1-RNN.md)
- [长短时记忆网络 LSTM](./5-SequenceModel/5.2-LSTM.md)
- [Transformer [WIP]](./5-SequenceModel/5.5-Transformer.md)
- [优化](./6-Optimisation/README.md)
- [凸函数](./6-Optimisation/6.1-Convex.md)

- [聚类算法 [WIP]](./Clustering/README.md)
- [层次聚类 [WIP]](./Clustering/Hierarchical.md)
- [K近邻 [WIP]](./Clustering/kNN.md)
- [DBScan [WIP]](./Clustering/DBScan.md)
- [高斯混合模型 GMM [WIP]](./Clustering/GMM.md)

- [数据挖掘与数据分析 [WIP]](./DataMining/README.md)
- [PCA [WIP]](./DataMining/PCA.md)
- [SVD [WIP]](./DataMining/SVD.md)
- [随机森林 [WIP]](./DataMining/RandomForest.md)

- [优化](./6-Optimisation/README.md)
- [凸函数](./6-Optimisation/6.1-Convex.md)

- [信息论](./3-InformationTheory/README.md)
- [自信息与熵](./3-InformationTheory/1-InfoAndEntropy.md)
- [联合熵、条件熵、散度与互信息](./3-InformationTheory/2-CondEntropyAndD.md)

- [学习理论](./7-LearningTheory/README.md)

[代码附录](./Code.md)

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