Distributed Computing with Spark SQL (UC Davis and Databricks)
Week1: 101 Introduction to Spark and Queries in Spark SQL
Week2: 102 Spark Core Concepts and Spark Internals
Week3: 103 Engineering Data Pipelines
Week4: 104 Machine Learning Applications of Spark and Linear Regression/Logistic Regression Classifier
Logistic Regression Classifier Machine Learning Assignment (with Python Sklearn)
Databricks Apache Spark SQL for Data Analysts
W1 Introduction
W2 Big Data and Apache Spark
W3 Spark SQL on Databricks, Data Visualization, and Exploratory Data Analysis
W4 Spark SQL Powered Queries and Spark User Interface
W5 Manage Nested Data Structure, Manipulating data, and Data Munging
W6 Higher Order Functions, Aggregating and Summarizing, Partitioning Tables, and Sharing Insights
W7 Modern Data Storage and Using Delta Lake
W8 Building and Maintaining Delta Tables, Managing records in delta table, Delta Engine Optimization
W9 SQL Coding Challenges