Description

TABLE OF CONTENT

UNIT 1 : Introduction to Databricks
Creating an Account
Setting up a Workspace

UNIT 2 : Workspace and Notebooks:

Overview of Databricks Workspace
Using Notebooks
Collaborating in Notebooks

UNIT 3 : Clusters:

Creating and Managing Clusters
Cluster Configuration
Autoscaling

UNIT 4 : Data Import and Export:

Loading Data into Databricks
Data Import from External Sources
Exporting Data from Databricks

UNIT 5 : DataFrames and Datasets:

Introduction to Apache Spark DataFrames
Data Manipulation with Spark SQL
Structured Streaming

UNIT 6 : Libraries:

Installing and Managing Libraries
Using Third-party Libraries

UNIT 8 : Machine Learning:

MLlib for Machine Learning
MLflow Integration
Model Deployment

UNIT 9 : Jobs and Automation:

Creating and Managing Jobs
Automation with Jobs and Cron Scheduling

UNIT 10 : Security:

Access Control and Permissions
Data Encryption
Compliance and Auditing