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Title: GitHub - PeakerBee/machine-learning-deep-learning-notes: 机器学习、深度学习的学习路径及知识总结

Open Graph Title: GitHub - PeakerBee/machine-learning-deep-learning-notes: 机器学习、深度学习的学习路径及知识总结

X Title: GitHub - PeakerBee/machine-learning-deep-learning-notes: 机器学习、深度学习的学习路径及知识总结

Description: 机器学习、深度学习的学习路径及知识总结. Contribute to PeakerBee/machine-learning-deep-learning-notes development by creating an account on GitHub.

Open Graph Description: 机器学习、深度学习的学习路径及知识总结. Contribute to PeakerBee/machine-learning-deep-learning-notes development by creating an account on GitHub.

X Description: 机器学习、深度学习的学习路径及知识总结. Contribute to PeakerBee/machine-learning-deep-learning-notes development by creating an account on GitHub.

Opengraph URL: https://github.com/PeakerBee/machine-learning-deep-learning-notes

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README.md	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/README.md
README	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#深度学习dlml学习路径
CodeCogs	https://codecogs.com/latex/eqneditor.php
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#绪论
机器学习绪论	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/machine-learning/machine-learning-intro.md
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#数学基础
Calculus 微积分	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/math/calculus.md
Linear Algebra 线性代数	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/math/linear-algebra.md
PCA 主成分分析	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/math/pca.md
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#python
Python	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/python/python-basic
Pandas	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/python/pandas
NumPy	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/python/numpy
Matplotlib	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/python/Matplotlib
Scikit-Learn	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/python/Sklearn
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#机器学习算法
机器学习算法系列	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/machine-learning/README.md
Jupyter Notebook练习	https://github.com/loveunk/ml-ipynb
绪论	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/machine-learning/machine-learning-intro.md
线性回归	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/machine-learning/linear-regression.md
逻辑回归	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/machine-learning/logistic-regression.md
神经网络	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/machine-learning/neural-networks.md
打造实用的机器学习系统	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/machine-learning/advice-for-appying-and-system-design.md
支持向量机 SVM	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/machine-learning/svm.md
聚类算法	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/machine-learning/clustering.md
数据降维	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/machine-learning/dimension-reduction.md
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推荐系统	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/machine-learning/recommender-system.md
大规模机器学习	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/machine-learning/large-scale-machine-learning.md
应用案例照片文字识别	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/machine-learning/photo-ocr.md
总结	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/machine-learning/ssummary.md
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#深度学习
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#deep-learning-专题课程
深度学习	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/deep-learning/README.md
深度学习基础	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/deep-learning/1.deep-learning-basic.md
深度学习的实践层面	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/deep-learning/2.improving-deep-neural-networks-1.practical-aspects.md
深度学习优化算法	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/deep-learning/2.improving-deep-neural-networks-2.optimization-algorithms.md
超参数调试、批量正则化和程序框架	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/deep-learning/2.improving-deep-neural-networks-3.pyperparameter-tuning.md
机器学习策略（1）	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/deep-learning/3.structuring-machine-learning-1.ml-strategy.md
机器学习策略（2）	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/deep-learning/3.structuring-machine-learning-2.ml-strategy.md
卷积神经网络	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/deep-learning/4.convolutional-neural-network-1.foundations-of-cnn.md
深度卷积网络：实例探究	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/deep-learning/4.convolutional-neural-network-2.deep-convolutional-models.md
目标检测	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/deep-learning/4.convolutional-neural-network-3.object-detection.md
特殊应用：人脸识别和神经风格转换	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/deep-learning/4.convolutional-neural-network-4.face-recognition-and-neural-style-transfer.md
循环序列模型（RNN）	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/deep-learning/5.sequence-model-1.recurrent-neural-netoworks.md
自然语言处理与词嵌入	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/deep-learning/5.sequence-model-2.nlp-and-word-embeddings.md
序列模型和注意力机制	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/deep-learning/5.sequence-model-3.sequence-models-and-attention-machanism.md
元学习（Meta learning）	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/deep-learning/6.meta-learning.md
Few-shot / Zero-shot learning	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/deep-learning/6.few-shot-learning.md
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/img/bilibili32.png
GAN网络	https://www.bilibili.com/video/BV1rb4y187vD
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/img/bilibili32.png
Transformer	https://www.bilibili.com/video/BV1pu411o7BE
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/img/bilibili32.png
对比学习	https://www.bilibili.com/video/BV19S4y1M7hm
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#pytorch
PyTorch视频集合（32集）	https://www.bilibili.com/video/BV197411Z7CE/
PyTorch的安装与Tutorial	https://zhuanlan.zhihu.com/p/60526007
PyTorch 中文手册	https://github.com/zergtant/pytorch-handbook
PyTorch 官网的Tutorial	https://pytorch.org/tutorials/
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#分布式训练
《分布式训练》	https://zhuanlan.zhihu.com/p/129912419
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#强化学习
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#advanced-topics
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#大模型
2022 年中回顾｜大模型技术最新进展	https://zhuanlan.zhihu.com/p/545709881?theme=dark
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#llm-语言大模型
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/img/bilibili32.png
GPT，GPT-2，GPT-3 论文精读	https://www.bilibili.com/video/BV1AF411b7xQ
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/img/bilibili32.png
BERT论文精读	https://www.bilibili.com/video/BV1PL411M7eQ/
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/img/bilibili32.png
GPT，GPT-2，GPT-3 论文精读	https://www.bilibili.com/video/BV1AF411b7xQ
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/img/bilibili32.png
InstructGPT论文精读	https://www.bilibili.com/video/BV1hd4y187CR/
ChatGPT	https://chat.openai.com/chat
语言大模型介绍	https://www.bilibili.com/video/BV1Hj41177fb
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#lvm-视觉大模型
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#多模态
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#视频理解
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/img/bilibili32.png
视频理解论文串讲（上）【论文精读】	https://www.bilibili.com/video/BV1fL4y157yA
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/img/bilibili32.png
视频理解论文串讲（下）【论文精读】	https://www.bilibili.com/video/BV11Y411P7ep
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/img/bilibili32.png
双流网络：视频理解开山之作【论文精读】	https://www.bilibili.com/video/BV1mq4y1x7RU
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/img/bilibili32.png
I3D：3D卷积网络【论文精读】	https://www.bilibili.com/video/BV1tY4y1p7hq
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#工欲善其事必先利其器
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#推荐的书
机器学习/深度学习/Data Science相关的书籍	https://github.com/loveunk/Deep-learning-books
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#推荐的实践环境
Anaconda/Tensorflow-GPU安装总结	https://zhuanlan.zhihu.com/p/58607298
参考阅读《Python的几款IDE》	https://zhuanlan.zhihu.com/p/58178996
GitHub Codespaces	https://github.com/features/codespaces
Gitpod	https://www.gitpod.io/
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#一些相关工具
Google Colab	https://colab.research.google.com
一篇介绍Google Colab的总结	https://zhuanlan.zhihu.com/p/57759598
《科学上网》	https://github.com/haoel/haoel.github.io
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#项目和竞赛
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#竞赛
Kaggle	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/competitions/kaggle.md
天池	https://tianchi.aliyun.com
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#相关论文
深度学习论文的阅读路径	https://github.com/floodsung/Deep-Learning-Papers-Reading-Roadmap
Papers with code	https://github.com/zziz/pwc
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#写在最后
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#一点建议
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#欢迎反馈
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#backup
https://www.coursera.org/learn/introduction-tensorflow)》：TF入门	https://www.coursera.org/learn/introduction-tensorflow)》：TF入门
https://www.coursera.org/learn/convolutional-neural-networks-tensorflow)》：CNN	https://www.coursera.org/learn/convolutional-neural-networks-tensorflow)》：CNN
https://www.coursera.org/learn/natural-language-processing-tensorflow)》：构建NLP系统，涉及RNN	https://www.coursera.org/learn/natural-language-processing-tensorflow)》：构建NLP系统，涉及RNN
https://www.coursera.org/learn/tensorflow-sequences-time-series-and-prediction)》：用RNNs/ConvNets/WaveNet解决时序和预测问题	https://www.coursera.org/learn/tensorflow-sequences-time-series-and-prediction)》：用RNNs/ConvNets/WaveNet解决时序和预测问题
	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes/blob/master/img/zhihu32.png
https://zhuanlan.zhihu.com/p/60077966)以便对TensorFlow体系有个完整认知。	https://zhuanlan.zhihu.com/p/60077966)以便对TensorFlow体系有个完整认知。
https://www.youtube.com/playlist?list=PLQY2H8rRoyvzIuB8rZXs7pfyjiSUs8Vza	https://www.youtube.com/playlist?list=PLQY2H8rRoyvzIuB8rZXs7pfyjiSUs8Vza
回到顶部	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E5%AD%A6%E4%B9%A0%E8%B7%AF%E5%BE%84
Readme	https://patch-diff.githubusercontent.com/PeakerBee/machine-learning-deep-learning-notes#readme-ov-file
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