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Summary:
## Types of changes
- [ ] Bug fix (non-breaking change which fixes an issue)
- [ ] New feature (non-breaking change which adds functionality)
- [ ] Breaking change (fix or feature that would cause existing functionality to change)
- [x] Docs change / refactoring / dependency upgrade
## Motivation and Context / Related issue
Add third blog series to the website
## How Has This Been Tested (if it applies)
No test is required
## Checklist
- [x] The documentation is up-to-date with the changes I made.
- [x] I have read the **CONTRIBUTING** document and completed the CLA (see **CONTRIBUTING**).
- [x] All tests passed, and additional code has been covered with new tests.
Pull Request resolved: #537
Reviewed By: karthikprasad
Differential Revision: D41042020
Pulled By: ashkan-software
fbshipit-source-id: d10d65bb3d56620a01a57cc45da12b87041b1354
Efficient Per-Sample Gradient Computation for More Layers in Opacus
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<h4>Videos*</h4>
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<p>* Note that Opacus API has changed over time and some of the code samples and demos in the videos may not work. The concepts presented in the videos though are concrete and still valid.</p>
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