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# AI实战-[ practicalAI] ( https://github.com/GokuMohandas/practicalAI ) 中文版
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+ [ ![ Colab] ( https://img.shields.io/badge/launch-Google%20Colab-orange.svg )] ( https://github.com/GokuMohandas/practicalAI#notebooks )
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+ [ ![ MIT] ( https://img.shields.io/badge/license-MIT-brightgreen.svg )] ( https://github.com/GokuMohandas/practicalAI/blob/master/LICENSE )
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让你有能力使用机器学习从数据中获取有价值的见解。
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- 🔥 使用 [ PyTorch] ( https://pytorch.org/ ) 实现基本的机器学习算法和深度神经网络。
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| 🔢 [ NumPy] ( https://colab.research.google.com/github/MLEveryday/practicalAI-cn/blob/master/notebooks/02_NumPy.ipynb ) | 🔎 [ 数据和模型 Data & Models] ( https://colab.research.google.com/github/MLEveryday/practicalAI-cn/blob/master/notebooks/09_Data_and_Models.ipynb ) | 🔮 自编码器 Autoencoders| 🏘️ Topic Modeling|
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| 🐼 [ Pandas] ( https://colab.research.google.com/github/MLEveryday/practicalAI-cn/blob/master/notebooks/03_Pandas.ipynb ) | 📦 [ 面向对象的机器学习 Object-Oriented ML] ( https://colab.research.google.com/github/MLEveryday/practicalAI-cn/blob/master/notebooks/10_Object_Oriented_ML.ipynb ) | 🎭 生成对抗网络 Generative Adversarial Networks| 🛒 推荐系统 Recommendation Systems|
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| 📈 [ 线性回归 Linear Regression] ( https://colab.research.google.com/github/MLEveryday/practicalAI-cn/blob/master/notebooks/04_Linear_Regression.ipynb ) | 🖼️ [ 卷积神经网络 Convolutional Neural Networks] ( https://colab.research.google.com/github/MLEveryday/practicalAI-cn/blob/master/notebooks/11_Convolutional_Neural_Networks.ipynb ) | 🐝 空间变换模型 Spatial Transformer Networks| 🗣️ 预训练语言模型 Pretrained Language Modeling|
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- | 📊 [ Logistic Regression] ( https://colab.research.google.com/github/MLEveryday/practicalAI-cn/blob/master/notebooks/05_Logistic_Regression.ipynb ) | 📝 [ 嵌入层 Embeddings] ( https://colab.research.google.com/github/MLEveryday/practicalAI-cn/blob/master/notebooks/12_Embeddings.ipynb ) || 🤷 多任务学习 Multitask Learning|
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+ | 📊 [ 逻辑回归 Logistic Regression] ( https://colab.research.google.com/github/MLEveryday/practicalAI-cn/blob/master/notebooks/05_Logistic_Regression.ipynb ) | 📝 [ 嵌入层 Embeddings] ( https://colab.research.google.com/github/MLEveryday/practicalAI-cn/blob/master/notebooks/12_Embeddings.ipynb ) || 🤷 多任务学习 Multitask Learning|
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| 🌳 [ 随机森林 Random Forests] ( https://colab.research.google.com/github/MLEveryday/practicalAI-cn/blob/master/notebooks/06_Random_Forests.ipynb ) | 📗 [ 递归神经网络 Recurrent Neural Networks] ( https://colab.research.google.com/github/MLEveryday/practicalAI-cn/blob/master/notebooks/13_Recurrent_Neural_Networks.ipynb ) || 🎯 Low Shot Learning|
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| 💥 k-均值聚类 KMeans Clustering||| 🍒 强化学习 Reinforcement Learning|
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