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AI部署以及工业落地学习之路

最近在复盘今年上半年做的一些事情,不管是训练模型、部署模型搭建服务,还是写一些组件代码,零零散散是有一些产出。

2021-08-09
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逃不过呀!不论是训练还是部署都会让你踩坑的Batch Normalization

BN是2015年论文Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift提出的一种**数据归一化方法**。现在也是大多数神经网络结构的**标配**,我们可能已经**熟悉的不能再熟...

2021-08-09
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Tensorflow随笔(二)

When training with methods such as tf.GradientTape(), use tf.summary to log the required information.

2021-08-09
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Tensorflow API(一)

Return a list of physical devices visible to the host runtime.

2021-08-09
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Tensorflow随笔(一)

In machine learning, to improve something you often need to be able to measure it. TensorBoard is a tool for providing the measurements and visualizations neede...

2021-08-09
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一位外国小哥把整个 CNN 都给可视化了,卷积、池化清清楚楚!网友:美得不真实...

对着代码凭空想象,多少让人有点头皮微凉。于是,有人干脆用Unity给它完整3D可视化了出来。

2021-08-05
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使用ONNX将GPT Neo(或其他)投入生产

https://github.com/oborchers/Medium_Repo/blob/master/Putting%20GPT-Neo%20into%20Production%20using%C2%A0ONNX/ONNX-Export.ipynb

2021-08-05
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Convolutional Neural Network (CNN)

我自己写的代码和该教程略有不一样,有三处改动,第一个地方是用归一化(均值为0,方差为1)代替数值缩放([0, 1]),代替的理由是能提升准确率

2021-08-02
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Introduction to the Keras Tuner

The Keras Tuner is a library that helps you pick the optimal set of hyperparameters for your TensorFlow program. The process of selecting the right set of hyper...

2021-08-02
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Text classification with TensorFlow Hub: Movie reviews

This notebook classifies movie reviews as positive or negative using the text of the review. This is an example of binary—or two-class—classification, an import...

2021-08-02
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