|
|
|
|
|
|
by esafak
1135 days ago
|
|
|
I realize it is primitive today, but how is it eventually going to be different or better than aporia, arize, arthur, dioptra, evidently, gantry, graphsignal, guardrails, metaplane, superwise, uptrain, whylogs, etc. ? A comparison table on your site would help. |
|
|
We noticed that the industry is laser-focused on tackling feature drift after production, but we spotted a gap. Most ML teams are wrestling with model validation even before anything is deployed in production. We also noticed that post-deployment analysis sometimes misses the mark, lacking components like identifying underperforming cohorts or giving actionable insights. This leads to a barrage of alerts and the inevitable alert fatigue.
We decided to start Openlayer to offer a more holistic solution that helps teams from the ML development and experiment tracking phase to more advanced tasks like monitoring and fairness. We established a strong baseline with this launch and are now building several features on top.
Stay tuned!