Data Science & Analytics with Python Course at IIT Roorkee
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Design workflows with roles, steps, checks, and human approval
Reduce fear around AI reliability and hallucinations
Prepare for future AI systems without needing a technical background
Build a strong foundation before implementing agents in real tools
Learn systems thinking for AI, not tool tricks
Move beyond using AI as a chatbot
Build Agentic AI Systems To Become An AI Army General
In an AI-first world, businesses need adaptable professionals who can bridge the gap between expertise and execution.
An agentic workflow automates processes that previously required manual effort, allowing you to focus on strategy, creativity, and growth.
In this workshop, design AI systems with clear roles, step-by-step workflows, guardrails, and human-in-the-loop control.
It emphasizes:
The workshop will introduce participants to the principles, practices, and professional pathways of Agentic AI Systems.
Strong Mental Models
Build deep understanding instead of relying on shortcuts or hacks.
Ethical & Responsible Thinking
Learn defensive, ethical, and responsible approaches to AI and technology use.
Long-Term Career Vision
Focus on sustainable career growth and clarity, not short-term hype or trends.
Inside the Workshop Curriculum
The workshop follows a progressive academic structure, moving from foundational concepts to applied understanding.
Curriculum Overview
Module 1 Foundations of Data Science & Analytics
Day 1
- What is Data Science?
- Data Analytics vs Data Science vs BI
- Industry Applications
- Data Lifecycle
Day 2
- Python for Data Science Overview
- Installing Jupyter / VS Code
- Understanding Datasets
- Introduction to CSV, Excel, JSON
Assignment:
Analyze a simple sales dataset and extract 5 business insights.
Module 2 Python for AI Workflows
Day 1
- Variables, Lists, Dictionaries
- Functions & Loops
Day 2
- NumPy Basics
- Data Manipulation Concepts
- Basic Statistics (Mean, Median, Variance)
Mini Project:
Perform statistical summary of dataset.
Module 3 Data Manipulation with Pandas
Day 1
- Pandas DataFrames
- Reading & Cleaning Data
- Handling Missing Values
Day 2
- GroupBy Operations
- Filtering & Sorting
- Feature Engineering Basics
Mini Project:
Clean and prepare a messy dataset for analysis.
Module 4 Data Visualization
Day 1
- Importance of Data Visualization
- Matplotlib & Seaborn Basics
- Line, Bar, Scatter Plots
Day 2
- Advanced Visualization
- Correlation Heatmaps
- Storytelling with Data
Mini Project:
Create visual reports for business dataset.
Module 5 Exploratory Data Analysis (EDA)
Day 1
- EDA Framework
- Identifying Patterns & Outliers
Day 2
- Correlation Analysis
- Hypothesis Testing (Conceptual)
- Business Insight Extraction
Mini Project:
Perform complete EDA on real dataset.
Module 6 SQL for Data Analytics
Day 1
- Introduction to Databases
- SELECT, WHERE, GROUP BY
Day 2
- Joins
- Aggregations
- Subqueries
Mini Project:
Query large dataset and extract business KPIs.
Module 7 Machine Learning Foundations
Day 1
- What is Machine Learning?
- Supervised vs Unsupervised Learning
- Training vs Testing Data
Day 2
- Regression vs Classification
- Model Evaluation Metrics
- Overfitting vs Underfitting
Mini Project:
Build a Simple Linear Regression Model.
Module 8 Supervised Learning Models
Day 1
- Linear Regression
- Logistic Regression
Day 2
- Decision Trees
- Random Forest (Conceptual + Basic Implementation)
Mini Project:
Build Customer Churn Prediction Model.
Module 9 Unsupervised Learning
Day 1
- Clustering Basics
- K-Means Clustering
Day 2
- Dimensionality Reduction (Conceptual)
- PCA Overview
Mini Project:
Customer Segmentation Analysis.
Module 10 Model Evaluation & Optimizationystems
Day 1
- Cross Validation
- Confusion Matrix
- Precision, Recall, F1 Score
Day 2
- Hyperparameter Tuning (Conceptual)
- Feature Selection
- Model Comparison
Mini Project:
Improve accuracy of previous ML model.
Module 11 Dashboarding & Business Intelligence
Day 1
- Introduction to BI Tools
- Creating Dashboards
- KPI Design
Day 2
- Storytelling for Stakeholders
- Presentation Techniques
- Exporting Reports
Mini Project:
Create Interactive Business Dashboard.
Module 12 Capstone Project Week
Full Week Practice
Students Build One Complete Autonomous System:
Options:
- AI Research Assistant
- AI Sales Automation Agent
- AI HR Recruiter System
- AI Content Automation Engine
- AI Customer Support Agent
- AI Business Process Automation Tool
Join today
- Beginner Friendly
- 21 Hours
- Completion Certificate
- Full lifetime access
- Instant access to the full 6-week curriculum
- All future updates and bonus content included
- Weekly live workshops
- 1 on 1 Mentorship
Bonuses That Add Real Value
This is what you get!
Cognizance IIT Roorkee Certificate
Campus Access
Wifi Access
AI Community
Networking
Workshop PDF's
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Choose Your Path to Mastery
Cybersecurity is no longer a niche technical domain—it is a critical discipline impacting governments, enterprises, and individuals alike.
Data Science & Analytics with Python
₹ 19,999
₹ 40,999
3 Months
3-Hour Weekend Sessions
Stay ahead and accelerate your professional career.
Understand how real cyber attacks happen, how organizations defend themselves, and how to start a career in cybersecurity — ethically and legally.
Total No. of Workshops
Batch Starting From 18 April 2026
- AI-Powered Performance Marketing
- AI Driven Full Stack Development
- Agentic Al ML | Learn to Build Autonomous Workflows
- Data Science & Analytics with Python
Don’t miss this exclusive chance to join interactive workshops at IIT Roorkee Campus for a hands-on learning experience.
Roorkee Registration Form
GST (18%) ₹0
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This Workshop Is a Perfect Fit If You're Ready to ...
- You want job-ready cybersecurity skills
- You want to learn how real attacks happen
- You want hands-on ethical hacking experience
- You want skills that actually matter in the industry
- You’re serious about building a future in cybersecurity
- You’re only looking for free, basic cybersecurity content
- You prefer theory-only learning without hands-on practice
- You’re not interested in practical tools or real-world scenarios
- You’re just curious, not serious about building real skills
- You want shortcuts instead of structured learning
General Questions and answers
Do I need technical knowledge to attend this session?
Will I learn real hacking techniques during the workshop?
Are any tools or software provided during the workshop?
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