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Full Stack AI Developer Roadmap
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Module 5
Data Analysis and Visualization
1
Pandas DataFrames: Data Loading and Cleaning
Load, inspect, and clean datasets using pandas DataFrames
2
Data Cleaning Techniques
Handle missing values, duplicates, and outliers using statistical methods
3
Combining DataFrames
Merge, join, and concatenate multiple DataFrames
4
Data Aggregation with Groupby and Pivot Tables
Perform groupby operations and pivot tables for data aggregation
5
Static Visualizations with Matplotlib
Create static visualizations (line, bar, histogram, scatter) with Matplotlib
6
Plotly Express Fundamentals
Create interactive visualizations using Plotly Express
7
Exploratory Data Analysis and Key Findings
Perform exploratory data analysis and document key findings
8
Understanding Data Distributions and Relationships
Interpret distributions and relationships between variables
Previous module
Mathematics for Machine Learning
Next module
Machine Learning Fundamentals