Building Machine Learning and Deep Learning Models on Google Cloud Platform: A Comprehensive Guide for Beginners

Index

A

Accuracy

Activation functions

hyperbolic tangent (tanh)

Leaky ReLU

Maxout

non-linear function

ReLU

sigmoid

Adaptive learning rates

Alpine Linux package

append() method

Area under the receiver operating curve (AUC-ROC)

argparse.ArgumentParser() method

Artificial neural network (ANN)

assign method

Autoencoder

architecture

defined

denoising

undercomplete

AutoML NLP

custom language classification model

SeeCustom language classification model

dataset, training

GCP

B

Backpropagation algorithm

Backpropagation through time (BPTT)

Bar plot

Batch gradient descent algorithm

Batch learning

Batch normalization

Beam programming

data processing pipeline

build/run

creation

preprocessing

pipeline transformation

I/O transforms

Pcollection

Ptransform

Bias vs. variance trade-Off

hidden layers

high ...