Data Science: From Data to Insights

Unit 1

Introduction to Data Science

What is Data Science?

The Data Science Lifecycle

Applications of Data Science

Tools and Technologies in Data Science

Unit 2

Data Collection and Preprocessing

Data Sources and Collection Methods

Data Cleaning and Transformation

Handling Missing Values

Feature Engineering

Unit 3

Data Analysis and Visualization

Descriptive Statistics

Data Visualization Techniques

Exploratory Data Analysis (EDA)

Statistical Inference

Unit 4

Machine Learning for Data Science

Introduction to Machine Learning

Supervised Learning

Unsupervised Learning

Model Evaluation and Selection

Deployment and Monitoring