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add ds business code
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yishuai committed Feb 22, 2024
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2 changes: 2 additions & 0 deletions ai/dl/3-3-cnn.md
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Expand Up @@ -50,6 +50,8 @@ title: 卷积神经元网络

- Berkeley DeepRL Camp Lab 2: Introduction to Chainer. You will implement deep supervised learning using Chainer, and apply it to the MNIST dataset. [website](https://sites.google.com/view/deep-rl-bootcamp/labs)

- CNN Explainer, [Website](https://poloclub.github.io/cnn-explainer/), [Github](https://github.com/poloclub/cnn-explainer), [Paper](https://arxiv.org/abs/2004.15004)

## 练习

- AI4ALL MNIST Mini-Project, CNN handwritten digit recognition, [Colab](https://colab.research.google.com/drive/1iTn-955vrJ9Ezd-p99Ba-niIjwx_Ap10#scrollTo=G1O50g42BalH)
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2 changes: 1 addition & 1 deletion ai/ds/1-intro.md
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Expand Up @@ -28,7 +28,7 @@ title: 数据科学入门

- 微软:https://github.com/microsoft/Data-Science-For-Beginners

- Data Science for Business. Foster Provost and Tom Fawcett, 2013, 中文版:商战数据挖掘
- Data Science for Business. Foster Provost and Tom Fawcett, 2013, 中文版:商战数据挖掘,NYU 课程代码:[Foster 2021](https://github.com/bwolfson2/dsclass2022)[2021 夏](https://github.com/bwolfson2/data_biz_2021)[2022](https://github.com/bwolfson2/dsclass2022)

- Book Machine Learning: The Art and Science of Algorithms that Make Sense of Data

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1 change: 1 addition & 0 deletions ai/index.md
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Expand Up @@ -9,5 +9,6 @@ title: 人工智能
2. [深度学习模型](dl)
3. [增强学习原理与实践](rl)
4. [大语言模型的原理和实践](llm)
5. [生成流网络](gfn)

<br/>
8 changes: 7 additions & 1 deletion ai/project/23-python.md
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Expand Up @@ -31,7 +31,7 @@ title: Python

## Python 数据分析

课本:Python for Data Analysis, 3rd Version, [Website](https://wesmckinney.com/book/)
课本:Python for Data Analysis, 3rd Version, [Website](https://wesmckinney.com/book/), [Code](https://github.com/wesm/pydata-book)

Pandas cheat sheet,[PDF](https://pandas.pydata.org/Pandas_Cheat_Sheet.pdf)

Expand All @@ -43,6 +43,12 @@ Pandas cheat sheet,[PDF](https://pandas.pydata.org/Pandas_Cheat_Sheet.pdf)

- C 部分是大数据的 SPARK 的入门练习,包括 RDD、DataFrame、SQL、机器学习。

## 商业数据科学

课本,Data Science for Business. Foster Provost and Tom Fawcett, 2013, 中文版:商战数据挖掘

NYU 课程代码:[Foster 2021](https://github.com/bwolfson2/dsclass2022)[2021 夏](https://github.com/bwolfson2/data_biz_2021)[2022](https://github.com/bwolfson2/dsclass2022)

## ML 应用开发

- Streamlit — A faster way to build and share data apps, [Github](https://github.com/streamlit/streamlit)
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