feat: add Edge prediction pattern#48
Open
Technocrat-dev wants to merge 1 commit intomercari:masterfrom
Open
Conversation
Add the Edge prediction pattern to the Serving patterns category. This pattern describes running ML inference directly on edge devices such as smartphones, IoT devices and embedded systems. Covers model optimization (quantization, pruning), edge-cloud model distribution via OTA updates, and considerations for monitoring, security and fallback strategies. Closes mercari#1
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
1 participant
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
What this PR does / why we need it:
Adds the Edge prediction pattern, which was listed as "To do" in the README. This pattern covers running ML inference directly on edge devices like phones, IoT hardware and embedded systems.
Partially addresses #1 (covers the inference pattern, future PRs can add edge training and model management patterns)
Changes:
What the pattern covers:
Special notes for your reviewer:
I followed the same format used by the other Serving patterns. Happy to adjust the content or add more detail if needed. This is my first content contribution to this repo.