# Advanced Python for Data Science Bootcamp

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

## Overview

Building on the foundational knowledge gained in the [Python for Data Science Bootcamp](/classes/python-data-science-bootcamp-nyc), the 5-day (30-hour) Level 2 Python Bootcamp is designed to elevate your programming and data science skills to an advanced level. This intensive course delves into sophisticated programming techniques, advanced data science concepts, and practical applications that will prepare you for complex coding challenges and real-world data analysis tasks.

By the end of this bootcamp, you will have a robust understanding of advanced Python programming and data science techniques. You will be equipped with the skills to tackle complex data analysis projects, perform web scraping, and create 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