Quantization in deep learning | Deep Learning Tutorial 49 (Tensorflow, Keras & Python)

Pubblicato il: 01 gennaio 1970
sul canale di: codebasics
54,297
1.7k

Are you planning to deploy a deep learning model on any edge device (microcontrollers, cell phone or wearable device)? You need to optimize or downsize your huge model so that you can run the model efficiently in low resource environment. Quantization is the technique that let's you do that. In this video we will cover topics outlined below,

⭐️ Timestamps ⭐️
00:00 Overview
01:03 What is Quantization?
03:49 Two ways to perform Quantization
03:56 Post training Quantization
04:47 Quantization aware training
05:47 Coding

Code: https://github.com/codebasics/deep-le...

Tensorflow articles on quantization: https://www.tensorflow.org/model_opti...
https://www.tensorflow.org/model_opti...
https://blog.tensorflow.org/2020/04/q...

Deep learning playlist:    • Deep Learning With Tensorflow 2.0, Ke...  
Machine learning playlist : https://www.youtube.com/playlist?list...
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#quantization #quantizationtensorflow #quantizationneuralnetwork #quantizationdeeplearning #tflitequantization #tflitequantizationawaretraining #tensorflowquantizationtutorial

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❗❗ DISCLAIMER: All opinions expressed in this video are of my own and not that of my employers'.


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