GDG Dev Bootcamp AI

Welcome to the GDG Dev Bootcamp AI repository! This repository hosts materials for the course focused on Python for Data Analysis. Below is an overview of the course content and resources available:

Course Overview

This course delves into the realm of data science, offering participants the opportunity to learn how to analyze data using the Python programming language. No prior programming experience is required, making it accessible to beginners.

Software Covered

Python 3
IPython environment and Jupyter notebooks
Conda for package management and virtual environments

Course Topics

UNIX command line basics
Fundamentals of Python and its data types
Data analysis packages Numpy and Pandas
Plotting packages Matplotlib and Seaborn
Statistics
Regular expressions
Interactive visualization
Modules and classes
Git and GitHub

Textbooks

Learn Python 3 the Hard Way by Zed Shaw (Addison-Wesley)
Learning Python 3rd Edition by Mark Lutz (O'Reilly)
Python for Data Analysis 2nd Edition by Wes McKinney (O'Reilly)

Additional Materials

Command Line Resources

Git for Windows
Learning the Shell
Unix Tutorial by Julian Catchen
Learn the Command Line by Code Academy
Learn Unix The Hard Way by Zed Shaw

Python Resources

MIT OpenCourseWare
SciPy Lectures
MatPlotLib Cheatsheet

IPython Resources from Cyrille Rossant

IPython Interactive Computing and Visualization Cookbook
Learning IPython for Interactive Computing and Data Visualization

Data Analysis Resources

10-minute Tour of Pandas by Wes McKinney
R vs. Python for Data Analysis
Python Scripting for Computational Science by H. P. Langtangen
An Introduction To Applied Bioinformatics by Greg Caporaso
A Dramatic Tour through Python's Data Visualization Landscape

Course Philosophy

Learn by doing
Embrace errors and learn from them
Utilize online resources for problem-solving
Master keyboard shortcuts
Follow Zed's wisdom on practice, patience, and problem-solving

Schedule Overview

The course consists of 20 lessons covering various aspects of Python and data analysis.
Lessons are structured progressively, starting with basics and advancing to more complex topics.

Thank you for your interest in GDG Dev Bootcamp AI! We hope you find this repository valuable for your learning journey.

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