Programs
Cupule IT Institute — Flagship Program

96 Hours of
Data & AI
Mastery

A complete, project-based journey through Data Engineering, Machine Learning, Generative AI, and Agentic Workflows — from zero to career-ready.

6Phases
23Modules
4Live Projects
96Hours
Enroll Now View Roadmap
Foundations 5h Data Mastery 26h Visualization & Analytics 16h AI & Machine Learning 9h Agentic AI 18h Projects & Career 22h
Phase 01
Foundations
5 hours 5%
Phase 02
Data Mastery
26 hours 27%
Phase 03
Visualization & Analytics
16 hours 17%
Phase 04
AI & Machine Learning
9 hours 9%
Phase 05
Agentic AI
18 hours 19%
Phase 06
Projects & Career
22 hours 23%
96 Hours — Time Distribution

How your learning time is allocated across 6 phases

96 Total Hours
Foundations 5h (5%)
Data Mastery 26h (27%)
Visualization & Analytics 16h (17%)
AI & Machine Learning 9h (9%)
Agentic AI 18h (19%)
Projects & Career 22h (23%)
Phase 01

Foundations

5 Hours
Application & Services
6 topics
3h
Software & Hardware (GPUs, Quantum Chips, Processors)
APIs
Open Source Technologies
Cloud Fundamentals & Infrastructure
Data Centers
Internet Architecture
Domain Understanding
1 topic
1h
Subject Matter Expertise
Data Security
1 topic
1h
Data security principles and best practices
Phase 02

Data Mastery

26 Hours
Data & Storytelling through Data
13 topics
9h
Datasets Preparation — Balanced vs Imbalanced
Data Ingestion
Data Democratization
Data Transformation
Data Processing
Data Extraction
Data Journey
Data Sources & Destinations
Data Flow Diagram
Data Modeling & ER Diagram
Data Pipelines
Entity / Attributes
Data Profiling
Databases
4 topics
1h
Types of Databases
RDBMS vs Non-RDBMS
MySQL / Oracle
Databricks
Data Analysis Basics
7 topics
3h
Dependent vs Independent Variables
Descriptive Statistics
Data Distributions
Standard Deviation
Correlational Analysis
Arithmetic, Geometric & Harmonic Means
Box Plot and Outliers
Data Analysis using Excel
3 topics
3h
Formulas & Functions
Pivot Tables
Charts & Dashboards
Data Analysis using SQL
5 topics
9h
Tables / Columns / Keys / Relationships
JOINs
Analytics Functions
Aggregate Functions
Working with Real Datasets
File Types
3 topics
1h
JSON
Spreadsheet Formats
Text Files & CSV
Phase 03

Visualization & Analytics

16 Hours
Data Visualization using Power BI
3 topics
6h
Power BI Fundamentals & Workspace
DAX (Data Analysis Expressions)
Interactive Dashboards & Reports
Data Analysis using Python
7 topics
3h
Exploratory Data Analysis (EDA)
Outlier Detection & Data Distributions
Data Quality Check
Data Scaling
Multi-collinearity
Correlation Analysis
Pandas / DataFrames
Advanced Data Analysis Concepts
2 topics
3h
Scatter Plot & Regression
Hypothesis Testing & Parametric Tests
Advanced Data Analysis using SQL
2 topics
3h
Advanced SQL Queries & Optimization
Real-world Dataset Analysis
Databases — Deep Dive
4 topics
1h
RDBMS vs Non-RDBMS (NoSQL)
Big Data — Hadoop
MySQL
Databricks
Phase 04

AI & Machine Learning

9 Hours
AI vs Gen-AI
3 topics
3h
Traditional AI — Concepts & Applications
Generative AI — Capabilities & Use Cases
LLMs: Gemini, ChatGPT, Claude — Hands-on
Machine Learning Models
6 topics
3h
Supervised Learning
Unsupervised Learning
Deep Learning — CNN & Neural Networks
Regression, Classification, Clustering
Dimensionality Reduction
Association
Data Communication
5 topics
3h
API
WebSocket
MQTT
Direct File Transfer
Data Replication
Phase 05

Agentic AI

18 Hours
Agentic Workflow & Automation
7 topics
3h
AI Agents — Architecture & Design
LangSmith
LangGraph
N8N
RAG (Retrieval-Augmented Generation)
Tokenization
MCP (Model Context Protocol)
AI Tools Awareness & Training
3 topics
15h
Claude — Hands-on Training
Gemini — Hands-on Training
Practical AI Tool Workflows
Phase 06

Projects & Career

22 Hours
Lab Projects
4 topics
18h
Data Visualization Project using Power BI
Project in SQL
Project in Python
Project in Building AI Agents
Visa Counseling
1 topic
1h
Guidance on visa processes for international opportunities
Resume Building
1 topic
1h
Crafting a data/AI-focused professional resume
LinkedIn Profile Creation
1 topic
1h
Building a compelling LinkedIn profile for tech opportunities
Placement Support
3 topics
1h
Mock interviews
Job referrals & employer connects
Offer negotiation tips
After 96 Hours

What You'll Be Capable Of

Real, job-ready skills built through hands-on projects — not just theory.

Analyse Data

Use Excel, SQL, Python and Power BI to extract insights from real datasets.

Build AI Agents

Design autonomous agents with LangGraph, N8N, RAG, and MCP protocols.

Create Dashboards

Build interactive Power BI dashboards with DAX that decision-makers love.

Master Gen-AI Tools

Use Claude, Gemini, and custom AI workflows to 10× your productivity.

Write Production SQL

Write complex joins, analytics functions, and optimized queries.

Land the Job

Resume, LinkedIn, and visa counseling to get you hired locally or abroad.

Enroll Today

Start Your
Data & AI
Journey

96 hours of structured, project-based learning. Build real skills, earn a certificate, and get full career support.

Certificate on completion
4 hands-on lab projects
Resume & LinkedIn coaching
Visa counseling session
Flexible learning schedule
Dedicated placement support

Reserve Your Seat

Fill in your details and we'll contact you within 24 hours.

Your info is safe. We never spam.

Get Certificate

Get Quality Skills Certificate From Cupule

Enroll Now