Advance Industry-Ready Java, Cloud & AI Engineering

Variables, Data Types & Control Statements

<p?Topics

• Variables in Java
  • Local, instance, and static variables
• Data Types
  • Primitive data types
  • Non-primitive data types (String, arrays – intro)
• Operators
• Arithmetic, relational, logical, assignment
• Increment/decrement operators
• Control Statements
• Conditional statements: if, if-else, switch
• Looping statements: for, while, do-while
• break and continue

<pHands-on

• Write programs using different data types
• Implement decision-making programs
• Loop-based programs (number patterns, sum, factorial, etc.)
• Practice operator precedence examples

OOP Concepts & Arrays

Topics

• Object-Oriented Programming Concepts
  • Class and Object
  • Object creation and memory allocation
• Object Class (overview)
  • toString(), equals(), hashCode()
• Arrays
  • Single-dimensional arrays
  • Multi-dimensional arrays
  • Array initialization and traversal
• Real-world examples using OOP concepts

Hands-on

• Create classes and objects
• Use object reference variables
• Write programs using arrays
• Implement simple OOP-based applications

Keywords & Inheritance Concepts

Topics

• Static Keyword
• Static variables
• Static methods
• Static blocks
• this Keyword
• Referring to current object
• Constructor chaining
• super Keyword
• Accessing parent class members
• Constructor calling
• Inheritance
• Types of inheritance in Java
• Method overriding
• Abstraction
• Abstract classes
• Abstract methods
• Encapsulation
• Access modifiers
• Getters and setters

Hands-on

• Programs using static members
• Demonstrate this and super keywords
• Implement inheritance examples
• Create abstract classes and methods
• Apply encapsulation using access modifiers

Topics

• Server Virtualization
• Scaling Up vs Scaling Out
• High Availability and Fault Tolerance
• Amazon EC2 Overview
• [HOL] Launching Amazon EC2 Instances

Amazon VPC

Topics

• The OSI Model
• Routers, Switches and Firewalls
• IP Addressing
• Amazon Virtual Private Cloud (VPC)
• [HOL] Create a Custom VPC
• Security Groups and Network ACLs
• Block vs File vs Object Storage
• Amazon EBS and Instance Stores
• [HOL] Create and Attach an EBS Volume
• [HOL] EBS Snapshots and AMIs
• Amazon Elastic File System (EFS)

Artificial Intelligence & Machine Learning (AI/ML)

AI & Machine Learning Fundamentals

Topics

• AI vs ML vs Deep Learning
• Types of machine learning
• ML workflow
• Role of AI in Embedded & IoT
• Industry use cases

Hands-on

• Analyse datasets for ML suitability
• Identify ML type for given problem statements
• Map IoT problems to ML solutions

Core Machine Learning Algorithms

Topics

• Linear regression
• Logistic regression
• Decision trees
• KNN algorithm
• Model evaluation

Hands-on

• Train a regression model
• Perform classification on sample dataset
• Evaluate model accuracy
• Compare algorithm performance

Python for AI/ML & Data Processing

Topics

• Python basics for ML
• Working with CSV and log files
• Data cleaning and preprocessing
• NumPy and Pandas basics
• Exploratory data analysis

AI/ML Integration, Edge AI & Use Cases

Topics

• ML model deployment concepts
• Edge AI fundamentals
• Predictive maintenance
• AI integration with IoT
• Industry expectations

Hands-on

• End-to-end ML case study
• Integrate ML output with IoT data
• Predict anomalies using ML
• Final review & interview discussion