Machine Learning
Models, pipelines, training, evaluation, and shipping ML that actually works in production.
192 members
Discussions
Evaluation metrics that looked great offline and then failed in production
by
Logan Kim
· Mar 11, 2026
7 replies
Model drift in production: what does your monitoring setup actually look like?
by
Taylor Nguyen
· Jan 29, 2026
8 replies
Feature engineering vs. more data: where do you invest time first?
by
Drew Scott
· Jan 24, 2026
5 replies
ML circle thread #3: when RAG beat fine-tuning for us
by
Avery Le
· Jan 21, 2026
15 replies
ML circle thread #2: offline vs online metrics disagreeing
by
Riley Khan
· Jan 21, 2026
15 replies
ML circle thread #1: labelling drift we finally measured
by
Reese Nguyen
· Jan 21, 2026
15 replies
ML circle thread #6: shadow deployments for ranking changes
by
Logan Nguyen
· Jan 20, 2026
15 replies
ML circle thread #5: evaluating hallucinations in support bots
by
Drew Ahmed
· Jan 20, 2026
15 replies
ML circle thread #4: latency budgets for embedding search
by
Avery Brown
· Jan 20, 2026
15 replies
ML circle thread #9: human-in-the-loop review queues
by
Casey Hoang
· Jan 19, 2026
15 replies
ML circle thread #8: GPU spend caps that actually stuck
by
Casey Ahmed
· Jan 19, 2026
15 replies
ML circle thread #7: feature stores worth the overhead?
by
Jordan Wilson
· Jan 19, 2026
15 replies
ML circle thread #12: synthetic data that helped vs hurt
by
Jordan Pham
· Jan 18, 2026
15 replies
ML circle thread #11: cold start problems on edge devices
by
Avery Tran
· Jan 18, 2026
15 replies
ML circle thread #10: monitoring model version skew
by
Jordan Scott
· Jan 18, 2026
15 replies
ML circle thread #15: active learning sampling strategies
by
Hayden Tran
· Jan 17, 2026
15 replies
ML circle thread #14: explainability requests from compliance
by
Quinn Miller
· Jan 17, 2026
15 replies
ML circle thread #13: bias testing that changed a launch
by
Avery Carter
· Jan 16, 2026
15 replies
ML circle thread #18: data leakage across time splits
by
Skyler Wilson
· Jan 16, 2026
15 replies
ML circle thread #17: choosing batch vs real-time inference
by
Sam Ahmed
· Jan 16, 2026
15 replies
Workboard
Loading workboard…
Knowledge
Loading knowledge…