Introduction to AI and Data Analytics  

Module 1

Introduction to Data Analysis

Day 1

·         Introduction to Python

·         Introduction to Data Analysis

Day 2

·         Jupyter Notebook Understanding

·         Python Packages for the Data Analysis (Pandas)

·         Python Packages for the Data Analysis (Numpy)

Module 2

Day 3

·          Import and export the data

·          Statistics in Python

·          Statistics for Data Analysis

·          Understanding with Visualizations

Module 3

Day 4

Summarizing the Data Frame

·         EDA steps – Part 1

·         EDA steps – Part 2

Day 5

Missing Values

·         Outliers

·         Data Formatting

Module 4

Day 6

Data Understanding

·         Scaling

·         Data Scaling

·         Univariate Analysis

·         Variable Analysis

·         Multivariate Analysis

Day 7

 Understanding AI through data

·         Different types of Data sources, methods of handling their importance

·         Common Statistics techniques – Mean, Median, Mode, Histogram

·         Visualization: Structuring & visualizing data, visualization·         

Day 8

• Supervised
• Un supervised learning

Day 9 & 10

Mini project and evaluation