Distributed Machine Learning with PySpark: Migrating Effortlessly from Pandas and Scikit-Learn

Index

A

accuracy_score() function

Alternating Least Squares (ALS)

Amazon Web Services (AWS)

Apache Airflow

Apache Hadoop

Apache Hadoop YARN

Apache Mesos

Apache Spark

Area Under ROC (AUC)

Area Under the Curve (AUC)

B

“Black-box” algorithms

Black-box models

Breast Cancer Wisconsin dataset

built-in print() function

build() method

build_random_forest() function

C

Cloud-based deployment

Colab notebook

col() function

Collaborative filtering

collect() method

confusion_matrix() function

Content-based filtering

count() method

createDataFrame() function

createDataFrame() method

create_pandas_dataframe() function

D

Databricks

DataFrame() constructor

DataFrame() function

Decision tree classification

advantages

dataset

imbalanced ...