Expert Instructor

This course is taught by Ted Petrou, an expert at data exploration and machine learning using Python. He is the author of Pandas Cookbook and is ranked in the top .1% of Stack Overflow users of all time.

Dates

Nov 10-11, 17-18: 9 a.m. - 5 p.m.

Syllabus

Day 1: Minimally Sufficient Pandas



You will learn a small yet powerful subset of Pandas that allows you to maximize your data analysis capabilities without getting dragged down by syntax.

Day 2: Grouping and Tidy Data



You will learn how to split data into independent groups as well as how to structure data so that further data analysis is easier.

Day 3: Exploratory Data

You will learn a powerful routine for proceeding through a data analysis. You will also learn how to make informative and elegant data visualizations using Matplotlib and Seaborn.



Day 4: Applied Machine Learning



You will learn a detailed procedure for correctly applying machine learning models using the very latest additions to the Scikit-Learn library.

Pre/Post-Course Assignments

A thorough pre-course assignment on the fundamentals of Python will help you prepare for the bootcamp. After course completion, you will be given three additional assignments that require a complete end-to-end analysis.



