Data Science for Beginners

A field focusing solely on structured data analysis

Utilizing scientific methods to extract insights from data

Processing only unstructured data

Applying algorithms to unstructured data only

To create structured data sets

To conduct exploratory data analysis only

To extract knowledge and insights from data

To perform data visualization exclusively

Data Collection

Data Cleaning

Prototype development

Model Evaluation

Learning from unlabeled data

Learning from labeled data

Identifying patterns within data

Clustering similar data points

Making predictions on new, unseen data

Identifying patterns within data

Learning from labeled data

Generating output labels for input data

Line Chart

Bar Chart

Pie Chart

Scatter Plot

Finance

Marketing

Healthcare

Transportation

Hypothesis Testing

Data Collection

Regression Analysis

Data Cleaning

Removing duplicate data

Conducting statistical analysis

Standardizing data formats

Identifying and handling outliers

Data Cleaning

Exploratory Data Analysis

Business Understanding

Statistical Analysis