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Embedded/edge ML folks: what actually eats the most time ,getting data, or clean

BACKGROUND
1 SIGNALFIRST DETECTED 15 June 2026
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How the story developed
Other feeds and industry voices
17 May
How are you handling training data when public datasets don't match your use case? [D]

<!-- SC_OFF --><div class="md"><p>Public datasets on HF or Kaggle can sometimes be too generic, wrong domain, wrong schema, outdated, or just not enough volume to generalize

OPINION · WHEN · MachineLearningOPEN STORY
19 Oct
AI generates research ideas faster than I can test them. Anyone else? [R]

<!-- SC_OFF --><div class="md"><p>I've been using AI extensively for ML research, and I've noticed a bottleneck: brainstorming research directions and generating smoke run

OPINION · HOW · MachineLearningOPEN STORY
15 May
Only 1 in 5 companies are using the AI setup that delivers 71% productivity gains - Stanford data from 51 real deployments

<!-- SC_OFF --><div class="md"><p>Just went through a Stanford paper that tracked 51 actual AI deployments - not surveys or sentiment polls, real production systems across 41

OPINION · HOW · ArtificialInteligenceOPEN STORY
9 Apr
Cold start latency on GPU cloud platforms in 2026 — p99 specifically, not p50. Anyone have real data? [D]

<!-- SC_OFF --><div class="md"><p>doing infrastructure evaluation for inference workloads and running into the same problem everywhere: every platform publishes p50 cold start

OPINION · HOW · MachineLearningOPEN STORY
29 Mar
[D] Data curation and targeted replacement as a pre-training alignment and controllability method

<!-- SC_OFF --><div class="md"><p>Hi, <a href="/r/MachineLearning">r/MachineLearning</a>: has much research been done in large-scale training scenarios where undesirable data has

OPINION · WHERE · MachineLearningOPEN STORY
10 Apr
What image/video training data is hardest to find right now? [R]

<!-- SC_OFF --><div class="md"><p>I'm building a crowdsourced photo collection platform </p> <p>(contributors take photos with smartphones, we auto-label </p> <p>with YOLO/CLIP +

OPINION · WHAT · MachineLearningOPEN STORY
27 Apr
Building an operational tool for heavy industry — Seeking "real world" data and site reality [R]

<!-- SC_OFF --><div class="md"><p>Hi everyone,</p> <p>I’m part of a small team currently in the R&amp;D phase of building a new tool for industrial operations (specifically

OPINION · WHO · MachineLearningOPEN STORY
8 Apr
[D] Cloud vendors define "real-time" as under a second. Control systems need under 10 milliseconds. That gap is where things break.

<!-- SC_OFF --><div class="md"><p>Been thinking about this a lot lately. Almost every analytics platform claims to support real-time processing in 2026, but most define real-time

OPINION · WHERE · MachineLearningOPEN STORY
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