Intro to Gen AI

• What is Generative AI

• How it differs from traditional software

• Basic architecture (Prompt Model Output)

• Terminology: prompt, hallucination, tokens, fine-tuning, context window.

Gen AI Testing Fundamentals

• Why testing Gen AI is different from traditional testing

• Key challenges: Non-determinism, bias, hallucination

• Evaluation approaches:

• Golden set testing

• Human-in-the-loop testing

• A/B testing of model versions

Functional Testing

• How to verify Gen AI output correctness

• Metrics: BLEU, ROUGE, Precision/Recall

• Test scenarios: Prompt injection

• Incomplete or ambiguous prompts

• Multiple languages or accents

• Response formatting & structure

Non-Functional Testing

• Security Testing: Prompt injection, data leaks

• Performance: Latency, token limits

• Ethical Testing: Biases, toxicity, inappropriate content

• Robustness Testing: Noisy input, out-of-domain queries

Prompt Engineering for Testers

• What is prompt engineering

• Prompt types: Zero-shot, few-shot, chain-of-thought

• Testing prompts like code: assertions, expected outcomes

Introduction

• What is Database

• What is Database Management System (DBMS)

• What is Relational Model

• Introduction to RDBMS

Datatypes and Constraints

• What are Datatypes

• Types and Examples.

• How to use.

• What are Constraints

• Types and Examples.

• How to use.

Statements in SQL

• Data Definition Language (DDL)

• Data Manipulation Language (DML)

• Transaction Control Language (TCL)

• Data Control Language (DCL)

• Data Query Language (DQL)

Software installation

• Installing and set up of Software

• Working on Database

Data Query Language (DQL)

• Select

• From

• Where

• Group By

• Having

• Order By

Operators

• Types and Examples

Functions in SQL

• Single Row Functions

• Multi Row Functions

Sub Query

• Introduction to Sub Query

• Working of Sub Query

• Query Writing and Execution

• Types of Sub Query

• 1. Single Row Sub Query

• 2. Multi Row Sub Query

• Nested Sub Query.

JOINS

• What Is Join

• Types of Joins.

• Cartesian Join

• Inner Join

• Outer Join

• Self-Join

• Queries and Examples.

Co- Related Sub Query

• Working and Examples

Data Definition Language (DDL)

• Create

• Rename

• Alter

• Truncate

• Drop

Data Manipulation Language (DML)

• Insert

• Update

• Delete

Transaction Control Language (TCL)

• Commit

• Save point

• Rollback

Data Control Language (DCL)

• Grant

• Revoke

Introduction to Java

• What is java

• Programming language hierarchy

• Java files

• Camel casing

• Identifiers

• Java Components naming standards

• Java source file declaration rules

• First Java program

Classes and Objects

• Introduction to Classes and objects

• Understanding Java Heap

• Creating first Class and Object

Variables and Operators

• Introduction to Variables and their data types

• Primitive and Non-primitive variables

• Variable Casting

• Object references

• Java Operators

Java Methods and their communication

• Introduction to methods

• Method arguments and return types

• Pass by Value

• Encapsulation

• Getters and Setters

Loops and Arrays

• If-else statement

• While loop

• Do-while loop

• For loop

• Enhanced for loop

• Arrays – 1D and 2D & Reference in an array

Inheritance and Polymorphism

• Understanding inheritance and inheritance tree

• Methods overriding and the rules

• IS-A and HAS-A relationship

• Super class Vs Subclass

• Method Overloading

• Access Modifiers

Abstract Classes and Interfaces

• Abstract classes and methods

• Mother of all classes – “Object class”

• Polymorphic reference

• Object reference casting

• Deadly Diamond of Death

• Interfaces and it’s implementation

Constructors

• Constructors

• Constructor Overloading

• Constructor chaining and this() keyword

• Garbage collection eligibility

Statics and data formatting

• Static methods, variables and constants

• Math class and methods

• Wrapper classes

• Auto boxing

• Data formatting and static imports

Exception handling

• Risky java codes

• Introduction to Java Exceptions

• Catching exceptions using try/catch block

• The finally block

• Catching multiple exceptions

• Handle or Declare law of exceptions

Serialization and file I/O

• Saving objects state

• Writing serialized object

• I/O streams

• Serializable interface

• Deserialization

• Java IO file

• Reading/Writing a text file

Collections

• Introduction to Java collections

• Concept of generics

• Lists

• Sets

• Map

• Hashmap

Introduction to Selenium WebDriver

• What is WebDriver

• Exploring Webdriver java docs

• Downloading Webdriver jar files

• Open Google home page through WebDriver

• Exploring more features of WebDriver

• WebDriver Features & Examples

• Handling HTML Elements such as: Text box, Hyperlinks, Submit buttons,

• Radio buttons, Check boxes, Dropdown etc

• Finding Elements & text on a Webpage

• Printing all links and other values from a webpage and HTML Elements

• Using By class to find elements using different methods

• Implement global wait

• Running test in multiple browsers

• Firefox profile

• Running test in multiple profiles

Advance WebDriver Features

• Simulating keypress events such as buttons such as Enter, page up, pagedown, backspace

• Handling java script messages

• Working with online captchas

• Running the test with HTMLUnit driver

• Online Webtables

• Downloading and configuring chrome driver

• How to find Xpaths through Chrome developer tool

• Generating your own Xpaths

• What if you don’t have firebug or firepath

• Handling multiple pop ups/tabs in Chrome

• Handling Mouse over Menus and Iframes

Ajax & Listeners

• How to handle Ajax based applications

• Browser navigate methods

• Listeners

• Mouse movements

• Explore action class mouseover method

• Working with Javascriptexecutor

• Drag and Drop

• Resizable

• Handling Sliders

Page Object Model (POM)

Page Factory (PF)

Framework-TestNG

• Integration and Execution of Test Suite using TestNG Framework Module - 1
• What is TestNg
• Installing TestNg in Eclipse
• TestNg Annotations
• Understanding usage of annotations
• Running a Test in TestNg
• Batch Running of tests in TestNg
• Skipping Tests
• Parameterizing Tests – DataProvider
• Assertions/Reporting Errors
• TestNg Reports
• Advantages over Junit

• Integration and Execution of Test Suite using TestNG Framework Module - 2
• Test Data files
• TestCore class which loads Xls file, run selenium server through code and do other initialization
• Object.Properties file to store Xpaths
• Configuration Files
• Skipping Test Cases
• Screenshot Capturing
• Emailing Test Results
• Generating Reports
• Generating Application and Selenium logs