# Advanced Python for Data Science Bootcamp

Canonical URL: <https://www.creativelive.com/classes/advanced-python-data-science-course>

## Overview

Building on the foundational skills developed in the [Python for Data Science Bootcamp](/classes/python-data-science-bootcamp-nyc), this five-day, 30-hour Level 2 Python Bootcamp is designed to take your programming and data science abilities to a more advanced level. This intensive course explores sophisticated programming techniques, advanced data science concepts, and practical applications that prepare you for complex coding challenges and real-world data analysis.

By the end of the bootcamp, you will have a strong understanding of advanced Python programming and data science methods. You will be prepared to tackle complex analysis projects, perform web scraping, and build sophisticated data visualizations.

## What you'll learn

- Learn advanced Python programming and data science techniques & tools
- Work with advanced functions like map() and filter()
- Integrate nested loops & global variables into your coding
- Use Juypter Notebook's interactive UI elements & integrate SQL
- Perform linear & polynomial regression analysis
- Create visualizations to display data efficiently
- Extract data from online sources with web scraping

## Prerequisites

Participants should have knowledge equivalent to our [Python for Data Science Bootcamp](/classes/python-data-science-bootcamp-nyc).

## Curriculum

#### Advanced Python

- map() and filter()
- Lambda Functions
- List Comprehension
- JSON and APIs
- Nested Loops and Logic
- Global Variables in Functions
- iPython Widgets
- Times

#### Advanced Data Science

- Seaborn Library
- Regression Analysis
- Heatmaps and Confusion Matrices
- Web Scraping 
  - Pandas and Beautiful Soup
  - Iterative Scraping
  - Image Dowloading

- Animating Data
- Merging CSV Files
- SQL in Jupyter Notebook 
  - Database Connections
  - Querying

## Pricing

**Tuition:** $1995