November 2021
Intermediate to advanced
432 pages
13h 22m
German
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Entwurfsmuster 18: Kontinuierliche Modellbewertung
Das Entwurfsmuster Kontinuierliche Modellbewertung behandelt das häufige Problem, erkennen zu müssen, wann ein bereitgestelltes Modell nicht mehr seinem Zweck entspricht, und daraufhin eine bestimmte Maßnahme zu ergreifen.
Problem
Sie haben nun Ihr Modell trainiert. Sie haben die Rohdaten zusammengetragen, aufbereitet, Features herausgearbeitet, Einbettungsschichten erzeugt, Hyperparameter abgestimmt, das ganze Drum und Dran. Sie sind in der Lage, auf Ihrem reservierten Testdatensatz eine Genauigkeit von 96 % zu erreichen. Erstaunlich! Sie sind sogar den mühsamen Prozess durchgegangen, Ihr Modell bereitzustellen, indem Sie es aus einem Jupyter-Notebook in ein ML-Modell in der Produktion überführt ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.