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Overview of Quantization Dmytro Dzhulgakov

It's important to make efficient use of both server-side and on-device compute resources when developing ML applications. This is a brief description of HAWQV3, which is a Hessian AWare And, deep dive into PyTorch 1.0 with members of the core dev team including Soumith Chintala, Purdue ECE 595 Computer Vision for Embedded Systems was a short (5 week, Fall 2022) online graduate course. Are you planning to deploy a deep learning model on any edge device (microcontrollers, cell phone or wearable device)?

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Quantization - Dmytro Dzhulgakov
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Quantization - Dmytro Dzhulgakov

9,587 views Live Report

It's important to make efficient use of both server-side and on-device compute resources when developing ML applications.

How to statically quantize a PyTorch model (Eager mode)
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How to statically quantize a PyTorch model (Eager mode)

3,197 views Live Report

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tinyMLSummit 2021 Qualcomm Tutorial: Advanced network quantization and compression through the AIMET
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tinyMLSummit 2021 Qualcomm Tutorial: Advanced network quantization and compression through the AIMET

1,849 views Live Report

tinyml Summit 2021 Tutorial: Advanced network

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Last Updated: May 27, 2026

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