November 2021
Intermediate to advanced
432 pages
13h 22m
German
Content preview from Design Patterns für Machine Learning
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
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.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.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.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.
KAPITEL 6
Entwurfsmuster für Reproduzierbarkeit
Software-Best-Practices wie zum Beispiel Unit-Tests gehen davon aus, dass ausgeführter Code eine deterministische Ausgabe liefert:
def sigmoid(x):
return 1.0 / (1 + np.exp(-x))
class TestSigmoid(unittest.TestCase):
def test_zero(self):
self.assertAlmostEqual(sigmoid(0), 0.5)
def test_neginf(self):
self.assertAlmostEqual(sigmoid(float("-inf")), 0)
def test_inf(self):
self.assertAlmostEqual(sigmoid(float("inf")), 1)
Beim maschinellen Lernen ist eine derartige Reproduzierbarkeit schwierig. Beim Training werden ML-Modelle mit Zufallswerten initialisiert und dann basierend auf den Trainingsdaten angepasst. Wenn Sie aber in dem von scikit-learn implementierten einfachen k-Means-Algorithmus random_state ...
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Read now
Unlock full access
More than 5,000 organizations count on O’Reilly
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.