Cloud Computing

Artificial Intelligence, Machine Learning, & Cloud Computing

Linux: Distribution
Installation
- LXC/LXD: Ubuntu 20.04
- Docker: CentOS 7, CentOS 8, Ubuntu, Amazon Linux 2
- Kubernetes: CentOS 7, CentOS 8, Ubuntu
- Terraform: CentOS8, Ubuntu 20.04, Amazon Linux 2
Containers
- Containers, Docker Basics,
- Docker Commands, Working with Images, Logging Drivers
Kubernetes
- Architecture, Common Actions, Pods, Probes, Commands, Scheduling, Helm
- Networking, Deployments, Services, Jobs, Volumes
- Configurations, SecurityContext, Service Accounts, Resources
Certifications: CKAD
DevOps & Terraform
- Deployment Strategies
- Terraform: Basics, Variables, AWS – VPC, AWS – EC2

Big Data

Spark
- Basics
  - Word Count, SparkSession, Schema
- Operations
  - Query, Columns, Date & Timestamp, Aggregation, Explode and Collect, DataFrameReader
Read Data
- CSV Files
  - Read CSV, CSV with Schema, CSV with Array
- JSON Files
  - JSON with Schema, JSON with Array, JSON with Complex Type
- Databases
  - Read from SQL Server
Spark SQL
- Temp View, Grouping, UDFs