October 2021
Beginner to intermediate
416 pages
9h 3m
Korean
Content preview from 살아 움직이는 머신러닝 파이프라인 설계: 텐서플로와 함께하는 머신러닝 프로젝트 자동화
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.
365
14
장
머신러닝을 위한 데이터 개인 정보 보호
그런 다음 차등 개인 옵티마이저를 초기화합니다.
from
tensorflow_privacy.privacy.optimizers.dp_optimizer
\
import
DPGradientDescentGaussianOptimizer
optimizer = DPGradientDescentGaussianOptimizer(
l2_norm_clip=L2_NORM_CLIP,
noise_multiplier=NOISE_MULTIPLIER,
num_microbatches=NUM_MICROBATCHES,
learning_rate=LEARNING_RATE)
# 손실은 전체 미니 배치를 통해 계산하지 말고 데이터 전체로 계산해야 합니다.
loss = tf.keras.losses.BinaryCrossentropy(
from_logits=True, reduction=tf.losses.Reduction.NONE)
개인 모델은 일반적인
tf
.
keras
모델과 똑같이 학습합니다.
model.compile(optimizer=optimizer, loss=loss, metrics=[‘accuracy’])
model.fit(X_train, y_train,
epochs=EPOCHS,
validation_data=(X_test, y_test),
batch_size=BATCH_SIZE) ...
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.