#  contents

course: Academy — 65-GENAI-for-Engineers
module: Academy/65-GENAI-for-Engineers
type: material
source_url: https://personal-learn.armco.dev/files/Academy/65-GENAI-for-Engineers/_contents.md

---
# GENAI-for-Engineers (academy id=65)

316 activities

- [forum] Announcements Forum
- [lti] Diagonstic Test External tool
- [url] Exam Platform Orientation URL
- [url] Exam Platform Orientation Recording URL
- [lti] Demo Test-Practice External tool
- [folder] Live Intervention_OOPs and Numpy Folder
- [folder] Live Intervention_Pandas Folder
- [folder] Live Intervention_Visualisation and Scikit Folder
- [folder] Live Intervention_Linear Regression Folder
- [url] Live Intervention Session Recording-23-08-2025 URL
- [url] Live Intervention Session Recording_30-08-2025 URL
- [url] Live Intervention Session Recording_06-09-2025 URL
- [url] Live Intervention Session Recording_13-09-2025 URL
- [url] Live Intervention Session Recording-20-09-2025 URL
- [url] Live Intervention Session Recording-27-09-2025 URL
- [url] Live Intervention Session Recording-04-10-2025 URL
- [url] Live Intervention Session Recording-11-10-2025 URL
- [url] Live Session Recording - 2025-08-30 URL
- [url] Live Session Recording - 2025-09-06 URL
- [url] Live Session Recording - 2025-09-13 URL
- [url] Live Session Recording - 2025-09-20 URL
- [url] Live Session Recording - 2025-09-27 URL
- [url] Live Session Recording - 2025-10-04 URL
- [url] Live Session Recording - 2025-10-11 URL
- [lti] 1.1 Study Video: AI Fundamental - Data Types External tool
- [page] Study Guide Page
- [assign] 1.1 Assignment: AI Fundamental - Data Types
- [quiz] 1.1 Quiz: AI Fundamental - Data Types
- [lti] 1.2 Study Video: Statistics and Sampling External tool
- [assign] 1.2 Assignment: Statistics and Sampling
- [quiz] 1.2 Quiz: Statistics and Sampling
- [lti] 1.3 Study Video: Types of Statistics External tool
- [assign] 1.3 Assignment: Types of Statistics
- [quiz] 1.3 Quiz: Types of Statistics
- [lti] 1.4 Study Video: Measures of Spread External tool
- [assign] 1.4 Assignment: Measures of Spread
- [quiz] 1.4 Quiz: Measures of Spread
- [lti] 2.1 Study Video: Principles of Mathematics External tool
- [page] Study Guide Page
- [quiz] 2.1 Quiz: Principles of Mathematics
- [assign] 2.1 Assignment: Principles of Mathematics
- [lti] 2.2 Study Video: Mathematics in Machine Learning External tool
- [quiz] 2.2 Quiz: Mathematics in Machine Learning
- [assign] 2.2 Assignment: Mathematics in Machine Learning
- [lti] 2.3 Study Video: Introduction to Linear Algebra External tool
- [assign] 2.3 Assignment: Introduction to Linear Algebra
- [quiz] 2.3 Quiz: Introduction to Linear Algebra
- [lti] 2.4 Study Video: Matrix and Its Operations External tool
- [assign] 2.4 Assignment: Matrix and Its Operations
- [quiz] 2.4 Quiz: Matrix and Its Operations
- [lti] 2.5 Study Video: Vectors and Jaccard Similarity External tool
- [assign] 2.5 Assignment: Vectors and Jaccard Similarity
- [quiz] 2.5 Quiz: Vectors and Jaccard Similarity
- [lti] 2.6 Study Video: Cosine Similarity External tool
- [assign] 2.6 Assignment: Cosine Similarity
- [quiz] 2.6 Quiz: Cosine Similarity
- [lti] 2.7 Study Video: Applications of Matrices in AI External tool
- [assign] 2.7 Assignment: Applications of Matrices in AI
- [quiz] 2.7 Quiz: Applications of Matrices in AI
- [lti] 2.8 Study Video: Tensors External tool
- [assign] 2.8 Assignment: Tensors
- [quiz] 2.8 Quiz: Tensors
- [lti] 2.9 Study Video: Gradient and Power Rule External tool
- [assign] 2.9 Assignment: Gradient and Power Rule
- [quiz] 2.9 Quiz: Gradient and Power Rule
- [lti] 2.10 Study Video: Cost Function and Gradient Descent External tool
- [assign] 2.10 Assignment: Cost Function and Gradient Descent
- [quiz] 2.10 Quiz: Cost Function and Gradient Descent
- [lti] 2.11 Study Video: TensorFlow Demo External tool
- [assign] 2.11 Assignment: TensorFlow Demo
- [quiz] 2.11 Quiz: TensorFlow Demo
- [lti] 3.1 Study Video: Conditional Probability External tool
- [page] Study Guide Page
- [assign] 3.1 Assignment: Conditional Probability
- [quiz] 3.1 Quiz: Conditional Probability
- [lti] 3.2 Study Video: Conditional Probability - Use Case External tool
- [assign] 3.2 Assignment: Conditional Probability - Use Case
- [quiz] 3.2 Quiz: Conditional Probability - Use Case
- [lti] 3.3 Study Video: Chain Rule External tool
- [assign] 3.3 Assignment: Chain Rule
- [quiz] 3.3 Quiz: Chain Rule
- [lti] 3.4 Study Video: Normal Distribution External tool
- [assign] 3.4 Assignment: Normal Distribution
- [quiz] 3.4 Quiz: Normal Distribution
- [lti] 3.5 Study Video: Central Limit Theorem External tool
- [assign] 3.5 Assignment: Central Limit Theorem
- [quiz] 3.5 Quiz: Central Limit Theorem
- [lti] 3.6 Study Video: Hypothesis Testing External tool
- [assign] 3.6 Assignment: Hypothesis Testing
- [quiz] 3.6 Quiz: Hypothesis Testing
- [lti] 3.7 Study Video: Hypothesis Testing - Use Case External tool
- [assign] 3.7 Assignment: Hypothesis Testing - Use Case
- [quiz] 3.7 Quiz: Hypothesis Testing - Use Case
- [lti] 3.8 Study Video: Tail Test and T Test External tool
- [assign] 3.8 Assignment: Tail Test and T Test
- [quiz] 3.8 Quiz: Tail Test and T Test
- [lti] 3.9 Study Video: T Test Demo - IBM SPSS External tool
- [quiz] 3.9 Quiz: T Test Demo - IBM SPSS
- [assign] 3.9 Assignemnt: T Test Demo - IBM SPSS Assignment
- [lti] 3.10 Study Video: ANOVA Test Demo - IBM SPSS External tool
- [assign] 3.10 Assignement: ANOVA Test Demo - IBM SPSS Assignment
- [quiz] 3.10 Quiz: ANOVA Test Demo - IBM SPSS
- [lti] 3.11 Study Video: Correlation Demo - IBM SPSS External tool
- [assign] 3.11 Assignment: Correlation Demo - IBM SPSS
- [quiz] 3.11 Quiz: Correlation Demo - IBM SPSS
- [lti] 4.1 Study Video: Introduction to Complex Numbers External tool
- [page] Study Guide Page
- [assign] 4.1 Assignement: Introduction to Complex Numbers Assignment
- [quiz] 4.1 Quiz: Introduction to Complex Numbers
- [lti] 4.2 Study Video: Complex Number Operations (Addition, Subtraction, Multiplication, Division) External tool
- [assign] 4.2 Assignment: Complex Number Operations (Addition, Subtraction, Multiplication, Division)
- [quiz] 4.2 Quiz: Complex Number Operations (Addition, Subtraction, Multiplication, Division)
- [lti] 4.3 Study Video: Polar Form of Complex Numbers and Conversion External tool
- [quiz] 4.3 Quiz: Polar Form of Complex Numbers and Conversion
- [assign] 4.3 Assignment: Polar Form of Complex Numbers and Conversion
- [lti] 4.4 Study Video: Euler's Formula and Applications External tool
- [quiz] 4.4 Quiz: Euler's Formula and Applications
- [assign] 4.4 Assignment: Euler's Formula and Applications
- [lti] 5.1 Study Video: Introduction to Functions Definition and Types External tool
- [page] Study Guide Page
- [assign] 5.1 Assignment: Introduction to Functions Definition and Types
- [quiz] 5.1 Quiz: Introduction to Functions Definition and Types
- [lti] 5.2 Study Video: Domain, Range, and Function Behavior External tool
- [assign] 5.2 Assignment: Domain, Range, and Function Behavior
- [quiz] 5.2 Quiz: Domain, Range, and Function Behavior
- [folder] Python Cheat Sheets Folder
- [lti] 0 Study Video: Introduction to Python & AI External tool
- [lti] 1 Study Video: What is Python? External tool
- [assign] 1 Assignment: Introduction to Python & AI
- [quiz] 1 Quiz: Introduction to Python & AI
- [lti] 1.1 Study Video: Installing Python & Environment Setup External tool
- [assign] 1.1 Assignment: Python Setup
- [quiz] 1.1 Quiz: Python Setup
- [lti] 1.2 Study Video: First Python Program (Hello World!) External tool
- [assign] 1.2 Assignment: Python Basics – Print Function, Strings, and Syntax
- [quiz] 1.2 Quiz: Python Basics – Print Function, Strings, and Syntax
- [lti] 1.3 Study Video: Variables & Assignments External tool
- [assign] 1.3 Assignment: Variables & Assignments
- [quiz] 1.3 Quiz: Variables & Assignments
- [lti] 1.4 Study Video: Numeric Datatypes External tool
- [assign] 1.4 Assignment: Numeric Data Types
- [quiz] 1.4 Quiz: Numeric Data Types
- [lti] 1.5 Study Video: Boolean Data Type External tool
- [assign] 1.5 Assignment: Boolean Data Types
- [quiz] 1.5 Quiz: Boolean Data Types
- [lti] 1.6.1 Study Video: Operators and Expressions- Arithmetic Operators External tool
- [assign] 1.6.1 Assignment: Operators & Expressions- Arithmetic Operators
- [quiz] 1.6.1 Quiz: Operators & Expressions- Arithmetic Operators
- [lti] 1.6.2 Study Video: Operators & Expressions- Relational Operators External tool
- [assign] 1.6.2 Assignment: Operators & Expressions- Relational Operators
- [quiz] 1.6.2 Quiz: Operators & Expressions- Relational Operators
- [lti] 1.6.3 Study Video: Logical Operators External tool
- [lti] 1.6.4 Study Video: Compound Operators External tool
- [assign] 1.6.4 Assignment: Logical & Compound Operators
- [quiz] 1.6.4 Quiz: Logical & Compound Operators
- [lti] 1.7.1 Study Video: Output in Python External tool
- [quiz] 1.7.1 Quiz: Output in Python
- [lti] 1.7.2 Study Video: Input in Python External tool
- [quiz] 1.7.2 Quiz: Input in Python
- [lti] 1.8 Study Video: Type Casting & Conversions External tool
- [quiz] 1.8 Quiz: Type Casting & Coversions
- [assign] 1.8 Assignment: Output, Input & Type Casting
- [lti] 2 Study Video: Strings & Their Operations External tool
- [assign] 2 Assignment: Strings & Their Operations
- [quiz] 2 Quiz: Strings & Their Operations
- [lti] 2.1.1 Study Video: Lists & Their Operations- List introduction and adding elements External tool
- [assign] 2.1.1 Assignment: Lists & Their Operations- List introduction and adding elements
- [quiz] 2.1.1 Quiz: Lists & Their Operations- List introduction and adding elements
- [lti] 2.1.2 Study Video: Lists & Their Operations- Removing elements External tool
- [assign] 2.1.2 Assignment: Lists & Their Operations- Removing elements
- [quiz] 2.1.2 Quiz: Lists & Their Operations- Removing elements
- [lti] 2.1.3 Study Video: Lists & Their Operations- Other functionalities External tool
- [assign] 2.1.3 Assignment: Lists & Their Operations- Other functionalities
- [quiz] 2.1.3 Quiz: Lists & Their Operations- Other functionalities
- [lti] 2.2 Study Video: Tuples & Their Operations External tool
- [assign] 2.2 Assignment: Tuples & Their Operations
- [quiz] 2.2 Assignment: Tuples & Their Operations Quiz
- [lti] 2.3.1 Study Video: Sets & Their Operations- Introduction, Adding and Removing Elements External tool
- [assign] 2.3.1 Assignment: Sets & Their Operations- Introduction, Adding and Removing Elements
- [quiz] 2.3.1 Quiz Their Operations- Introduction, Adding and Removing Elements
- [lti] 2.3.2 Study Video: Sets & Their Operations- Other functionalities External tool
- [assign] 2.3.2 Assignment: Sets & Their Operations- Other functionalities
- [quiz] 2.3.2 Quiz: Sets & Their Operations- Other functionalities
- [lti] 2.4 Study Video: Dictionaries & Their Operations External tool
- [assign] 2.4 Assignment: Dictionaries & Their Operations
- [quiz] 2.4 Quiz: Dictionaries & Their Operations
- [lti] 3 Study Video: Conditional Statements External tool
- [assign] 3 Assignment: Conditional Statements
- [quiz] 3 Quiz: Conditional Statements
- [lti] 3.2.1 Study Video: While Loop External tool
- [assign] 3.2.1 Assignment: While Loop
- [quiz] 3.2.1 Quiz: While Loop
- [lti] 3.2.2 Study Video: For Loop External tool
- [assign] 3.2.2 Assignment: For Loop
- [quiz] 3.2.2 Quiz: For Loop
- [lti] 4 Study Video: Introduction to Functions External tool
- [assign] 4 Assignment: Introduction to Functions
- [quiz] 4 Quiz: Introduction to Functions
- [lti] 4.1 Study Video: Defining & Calling Functions External tool
- [assign] 4.1 Assignment: Defining & Calling Functions
- [quiz] 4.1 Quiz: Defining & Calling Functions
- [lti] 4.2 Study Video: Parameters, Arguments, & Return Statements External tool
- [assign] 4.2 Assignment: Parameters, Arguments, & Return Statements
- [quiz] 4.2 Quiz: Parameters, Arguments, & Return Statements
- [lti] 4.3 Study Video: Hands-On Project Simple Calculator External tool
- [assign] 4.3 Assignment: Hands-On Project Simple Calculator
- [quiz] 4.3 Quiz: Functions in Real-World Applications
- [lti] 1.1 Study Video: Understanding Tabular Data External tool
- [pdfannotator] 1.1 Study Guide: Understanding Tabular Data PDF Annotation
- [assign] 1.1 Assignment: Understanding Tabular Data
- [quiz] 1.1 Quiz
- [lti] 1.2 Study Video: CSV and JSON Formats External tool
- [pdfannotator] 1.2 Study Guide: CSV and JSON Formats PDF Annotation
- [assign] 1.2 Assignment: CSV and JSON Formats
- [quiz] 1.2 Quiz
- [lti] 2.1 Study Video: Introduction to Relational Databases External tool
- [pdfannotator] 2.1 Study Guide: Introduction to Relational Databases PDF Annotation
- [assign] 2.1 Assignment: Introduction to Relational Databases
- [quiz] 2.1 Quiz
- [lti] 2.2 Study Video: Concepts of Primary Keys, Foreign Keys, and Schemas External tool
- [pdfannotator] 2.2 Study Guide: Concepts of Primary Keys, Foreign Keys, and Schemas PDF Annotation
- [assign] 2.2 Assignment: Concepts of Primary Keys, Foreign Keys, and Schemas
- [quiz] 2.2 Quiz
- [lti] 3.1 Study Video: Introduction to Databases & Queries External tool
- [pdfannotator] 3.1 Study Guide: Introduction to Databases & Queries PDF Annotation
- [assign] 3.1 Assignment: Introduction to Databases & Queries
- [quiz] 3.1 Quiz
- [lti] 3.2 Study Video: Writing Basic SELECT Queries External tool
- [pdfannotator] 3.2 Study Guide: Writing Basic SELECT Queries PDF Annotation
- [assign] 3.2 Assignment: Writing Basic SELECT Queries
- [lti] 3.3 Study Video: Filtering Data Using WHERE Clause External tool
- [pdfannotator] 3.3 Study Guide: Filtering Data Using WHERE Clause PDF Annotation
- [assign] 3.3 Assignment: Filtering Data Using WHERE Clause
- [quiz] 3.3 Quiz: Filtering Data Using WHERE Clause
- [lti] 3.4 Study Video: ORDER BY Clause External tool
- [pdfannotator] 3.4 Study Guide: ORDER BY Clause PDF Annotation
- [assign] 3.4 Assignment: ORDER BY Clause
- [quiz] 3.4 Quiz: ORDER BY Clause
- [lti] 3.5 Study Video: Aggregation Functions External tool
- [pdfannotator] 3.5 Study Guide: Aggregation Functions PDF Annotation
- [assign] 3.5 Assignment: Aggregation Functions
- [quiz] 3.5 Quiz
- [lti] 3.6 Study Video: GROUP BY External tool
- [pdfannotator] 3.6 Study Guide: GROUP BY PDF Annotation
- [assign] 3.6 Assignment: GROUP BY
- [quiz] 3.6 Quiz
- [lti] 3.7 Study Video: Having Clause External tool
- [pdfannotator] 3.7 Study Guide: Having Clause PDF Annotation
- [assign] 3.7 Assignment: Having Clause
- [quiz] 3.7 Quiz: Having Clause
- [lti] 3.8 Study Video: Hands On Practice (Basic Queries) External tool
- [assign] 3.8 Assignment: Hands On Practice (Basic Queries)
- [quiz] 3.8 Quiz: Hands On Practice (Basic Queries)
- [lti] 3.9 Study Video: What are Joins External tool
- [assign] 3.9 Assignment: What are Joins
- [pdfannotator] 3.9 Study Guide: What are Joins PDF Annotation
- [quiz] 3.9 Quiz: What are Joins
- [lti] 3.9.1 Study Video: RIGHT JOIN and FULL JOIN Explained External tool
- [pdfannotator] 3.9.1 Study Guide: RIGHT JOIN and FULL JOIN Explained PDF Annotation
- [assign] 3.9.1 Assignment: RIGHT JOIN and FULL JOIN Explained
- [quiz] 3.9.1 Quiz
- [lti] 3.9.2 Study Video: LEFT JOIN with Real-World Scenarios External tool
- [pdfannotator] 3.9.2 Study Guide: LEFT JOIN with Real-World Scenarios PDF Annotation
- [assign] 3.9.2 Assignment: LEFT JOIN with Real-World Scenarios
- [quiz] 3.9.2 Quiz
- [lti] 3.9.3 Study Video: INNER vs LEFT JOIN External tool
- [pdfannotator] 3.9.3 Study Guide: INNER vs LEFT JOIN PDF Annotation
- [assign] 3.9.3 Assignment: INNER vs LEFT JOIN
- [quiz] 3.9.3 Quiz
- [lti] 3.9.4 Study Video: Hands-On Examples with Practice (Joins) External tool
- [assign] 3.9.4 Assignment: Hands-On Examples with Practice (Joins)
- [quiz] 3.9.4 Quiz
- [lti] 4.1 Study Video: Foundations of Logic for Query Building External tool
- [pdfannotator] 4.1 Study Guide: Foundations of Logic for Query Building PDF Annotation
- [assign] 4.1 Assignment: Foundations of Logic for Query Building
- [quiz] 4.1 Quiz
- [lti] 4.2 Study Video: Solving Real-life Query Challenges External tool
- [pdfannotator] 4.2 Study Guide: Solving Real-life Query Challenges PDF Annotation
- [assign] 4.2 Assignment: Solving Real-life Query Challenges
- [quiz] 4.2 Quiz
- [lti] 1.1 Study Video: AI vs ML vs GenAI: Core Concepts, Examples of LLMS GPT4, Claude, Mistral External tool
- [page] Study Guide-Demystifying AI, Machine Learning, and Generative AI Page
- [quiz] Quiz-1
- [assign] Practice Exercise-Applying AI Concepts Assignment
- [page] Study Guide-LLM Life Cycle Page
- [lti] Edpuzzle | LLM Lifecycle and Popular Tools v1 External tool
- [quiz] Quiz-2
- [assign] Practice Exercise : AI-Powered Application Design Assignment
- [lti] Edpuzzle | Prompt Formats and Use-Case Examples using ChatGPT External tool
- [page] Study Guide-Effective Prompting in ChatGPT Page
- [quiz] Quiz-1
- [assign] Practice Exercise : Crafting Prompts for Different Scenarios Assignment
- [lti] Edpuzzle | Advanced Prompting_ Chain-of-Thought External tool
- [page] Study Guide-Advanced Prompting Page
- [quiz] Quiz-2
- [assign] Practice Exercise : Solving a Logic Puzzle with Chain-of-Thought Assignment
- [lti] Edpuzzle | What is Cloud Computing? – Benefits, Types (Public, Private, Hybrid) External tool
- [lti] Edpuzzle | Cloud Service Models (IaaS, PaaS, SaaS) – Use Cases in AI/ML External tool
- [lti] Edpuzzle | Consumption-based model, Scalability, Elasticity, Agility External tool
- [page] Study Material Page
- [quiz] Quiz
- [page] Azure Services
- [lti] Intro to Azure – Availability Zones, Regions and Virtual Machine Scale Set (VMSS) External tool
- [lti] Understanding Azure Virtual Desktop (AVDs) and Azure Virtual Machines (AVMs) External tool
- [lti] Azure Container Instances and Azure Function External tool
- [lti] Azure App Services External tool
- [lti] Azure Virtual Network (VNET) and Azure Blob Storage External tool
- [lti] File Storage, Queue Storage and Storage Account in Azure External tool
- [quiz] Quiz
- [page] Azure Identity, Authentication, and Authorization Page
- [lti] Azure Identity, Authentication and Authorization External tool
- [lti] Azure Active Directory, Azure AD Connect and Azure AD Domain Service External tool
- [lti] Conditional Access, Cost Estimation and Management in Azure and Azure Marketplace External tool
- [lti] Azure Management and Governance and Resource Locks External tool
- [quiz] Quiz
- [page] IIT Roorkee-Program Expectations Page