Gen AI for Data Science

What students will learn in this course

• Understand how real-world data works and how datasets are structured
• Clean messy data by handling missing values, duplicates, and inconsistencies
• Analyze data using statistics like mean, correlation, and patterns
• Create powerful visualizations like charts, graphs, and heatmaps
• Understand Machine Learning — regression vs classification
• Train real ML models and make predictions
• Evaluate models using accuracy, precision, recall, and F1 score
• Understand how AI works in computer vision and speech recognition
• Solve a complete real-world problem end-to-end using AI

Course Sessions

Projects students build

Machine Learning & Prediction

Student Performance Predictor

Students clean and analyze a real dataset of student performance, then train a machine learning model to predict whether a student will pass or fail based on factors like marks, attendance, and homework.

Data Cleaning & Preparation

AI Data Cleaning Engine

Students work with messy real-world datasets and use AI to identify missing values, remove duplicates, fix incorrect labels, and prepare clean data ready for analysis and modeling.

Data Analysis & Visualization

Visual Insights Dashboard

Students create powerful visualizations including bar charts, histograms, scatter plots, and heatmaps — then use AI to generate clear, human-readable insights from the data.

Regression & Modeling

House Price Prediction Model

Students build a regression model to predict house prices using real-world data, understanding how features like location and size influence predictions.

Healthcare AI

Diabetic Retinopathy Detection

Students build a computer vision model that analyzes retinal images to detect signs of Diabetic Retinopathy, understanding how AI is used in healthcare to identify eye diseases early.

Speech Recognition

Speech-to-Text Analyzer

Students use AI to convert speech into text, analyze voice inputs, and explore how real-world systems like voice assistants and transcription tools work.