Next-Generation Machine Learning with Spark: Covers XGBoost, LightGBM, Spark NLP, Distributed Deep Learning with Keras, and More

Index

A

AI-enabled autonomous vehicles

AI-enabled cybersecurity

AI-powered robots

Alluxio

Apache Spark

architecture

data processing

defined

hardware, reduce

memory usage

sharing data

HDFS/S3

memory speed

Spark job

crashes/completes

heap memory

off-heap storage

Alternating least squares (ALS)

Anomaly/outlier detection

isolation forest

SVM

Apache Zeppelin

Area under the curve (AUC)

Area under the receiver operating characteristic (AUROC)

Autoencoders

B

Bagging

Bayes’ theorem

BigDL

Binary/binomial classification

C

CaffeOnSpark

ChiSqSelector

Clustering

Cognitive Toolkit

coldStartStrategy parameter

Collaborative filtering

Connected components algorithm

Content-based filtering

Convolutional layer

Convolutional Neural Networks (CNN)

architecture

dense layers

feature detection

SeeFeature detection ...