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CMSC320 Section Dr. Alam

CMSC320 Textbook

About the Book

Introduction

Chapter 5 - Pandas

What is Pandas?
DataFrame: The Two-Dimensional Powerhouse
Adding a new column to DataFrame
Applying Aggregation Functions Directly to a DataFrame
Grouping Data with groupby
Key Takeaways
Interactive Pandas Playground

Chapter 6 - SQL

Chapter 6: Mastering SQL for Data Science with Python
The “Big 6” Elements of a SQL Select Statement
Some More SQL Essentials
SQL JOINs: Combining Data from Multiple Tables
Key Takeaways: SQL
Interactive SQL Playground

Chapter 7 - Probability and Distributions

Statistical Distribution Explorer

Chapter 12 - Intro to ML

Interactive K-Nearest Neighbors

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