Courses Descriptions

🚀 Industry-Aligned Data Science, Machine Learning, Deep Learning & Generative AI Program

📅 Duration: 9 Months

🎯 Designed with Real-World Projects Inspired by Leading Global Organizations

A comprehensive, career-focused program covering Python, Data Science, Machine Learning, Deep Learning, and Generative AI — aligned with industry standards and practical business applications.

📦 Month-by-Month Curriculum with Industry Projects

🔹 Month 1: Python Programming for Data Science

Core Competencies

• Python Fundamentals to Advanced Concepts

• Variables, Data Types, Loops & Conditional Statements

• Functions & Object-Oriented Programming (OOP)

• File Handling & Exception Management

• Coding Practice: HackerRank & LeetCode (Beginner Level)

🏭 Industry Project

Project 1: Automated Data Processing & Validation System
📌 Inspired by: Tata Consultancy Services (TCS), Infosys

• Automate ingestion and validation of daily operational data

• Implement logging, structured error handling, and reporting mechanisms

🎯 Career Roles: Junior Data Analyst, Python Developer

🔹 Month 2: Data Structures & Algorithms

Core Competencies

• Arrays, Linked Lists, Stacks & Queues

• Searching & Sorting Algorithms

• Recursion & Greedy Algorithms

• Time & Space Complexity Analysis

• Interview-Oriented DSA Practice

🏭 Industry Project

Project 2: Optimized Transaction Processing Engine
📌 Inspired by: Amazon, Flipkart

• Design efficient data structures for high-volume transaction systems

🎯 Career Roles: Software Engineer, Backend Developer

🔹 Month 3: Mathematics & Statistics for ML & DL

Core Competencies

• Linear Algebra (Vectors, Matrices, Eigenvalues)

• Probability Theory & Distributions

• Descriptive & Inferential Statistics

• Hypothesis Testing (Z-Test, T-Test, ANOVA)

• Correlation & Regression Analysis

🏭 Industry Project

Project 3: A/B Testing & Feature Impact Analysis
📌 Inspired by: Netflix, Swiggy

• Measure the impact of product features using statistical testing frameworks

🎯 Career Roles: Data Analyst, Product Analyst

🔹 Month 4: Data Wrangling & Visualization

Core Competencies

• Pandas, NumPy & Exploratory Data Analysis (EDA)

• Handling Missing Values, Outliers & Duplicates

• Feature Engineering

• Visualization using Matplotlib, Seaborn & Plotly

🏭 Industry Project

Project 4: Executive Analytics Dashboard
📌 Inspired by: Deloitte, EY

• Transform raw enterprise datasets into executive-ready dashboards

🎯 Career Roles: Business Analyst, Data Analyst

🔹 Month 5: Databases, SQL & Business Intelligence

Core Competencies

• SQL (Joins, Subqueries, Window Functions)

• Relational Database Concepts

• Excel & Google Sheets

• Power BI / Tableau

• Python–SQL Integration

🏭 Industry Project

Project 5: Sales & Revenue Intelligence System
📌 Inspired by: PwC, KPMG

• Develop SQL-driven KPI dashboards for strategic decision-making

🎯 Career Roles: BI Analyst, Reporting Analyst

🔹 Month 6: Core Machine Learning

Core Competencies

• Supervised & Unsupervised Learning

• Linear & Logistic Regression

• Decision Trees & Random Forest

• SVM, KNN & Naive Bayes

• Model Evaluation & Hyperparameter Tuning

🏭 Industry Projects

Project 6A: Customer Segmentation Model
📌 Inspired by: Amazon, Walmart

Project 6B: Price Prediction System
📌 Inspired by: Zillow, Magicbricks

🎯 Career Roles: ML Engineer, Data Scientist

🔹 Month 7: Deep Learning & Neural Networks

Core Competencies

• Artificial Neural Networks (ANN)

• Activation & Loss Functions

• Backpropagation & Gradient Descent

• TensorFlow & Keras

• Model Optimization & Overfitting Control

🏭 Industry Projects

Project 7A: Customer Churn Prediction using ANN
📌 Inspired by: Telecom Enterprises, Amazon Prime

Project 7B: Image Classification System
📌 Inspired by: Google, Meta

🎯 Career Roles: Deep Learning Engineer, AI Engineer

🔹 Month 8: Advanced Deep Learning & Generative AI

Core Competencies

• Convolutional Neural Networks (CNNs)

• RNNs & LSTMs

• Transfer Learning

• Generative AI Fundamentals

• Prompt Engineering

• OpenAI API & LangChain

• Hugging Face Transformers

🏭 Industry Projects

Project 8A: Deep Learning-Based Recommendation System
📌 Inspired by: Netflix, Spotify

Project 8B: GenAI-Powered Customer Support Assistant
📌 Inspired by: Flipkart, Amazon

🎯 Career Roles: GenAI Engineer, Applied AI Engineer

🔹 Month 9: Capstone Project & Career Track

🏭 Capstone Project Options (Choose One)

1️⃣ AI-Powered Business Intelligence Platform
📌 Inspired by: Deloitte, PwC

2️⃣ End-to-End Recommendation Engine (ML + DL)
📌 Inspired by: Netflix, Amazon

3️⃣ Enterprise GenAI Assistant (LLMs + LangChain)
📌 Inspired by: Microsoft, Google

💼 Career Enablement & Placement Support

• Resume & LinkedIn Optimization

• GitHub Portfolio Review

• Mock Technical & HR Interviews

• Placement Assistance & Referral Support

• Industry-Recognized Certification