This track gets progressively more challenging and we recommend completing the tasks and training in the order below.
This track provides an introduction to Python for data analysis, and is the starting point for those interested in focusing on Python. No prerequisite knowledge is expected.
39 hours
Go to courseThis is a continuation of the Year 1 Python for data analysis track. Building upon concepts from the previous track, the focus of this track is on data wrangling, data cleaning, and statistics.
37 hours
Go to courseNB If you are completely new to SQL you will need to complete this short (13 hour) course first in Data and Business Analyst SQL Fundamentals
13 hours
Go to courseThis track is a continuation of the SQL Fundamentals track, and is appropriate for anyone looking to further develop their SQL skills. It is part of both Routes I and II.
36 hours
Go to courseThis track introduces machine learning with Python and includes courses on how to work with geospatial data. Prior experience programming in Python is expected, as well as a foundational knowledge of statistical concepts, equivalent to having completed the "Year 2: Python for Data Analysis" track.
33 hours
Go to courseThis track focuses on intermediate-level topics in machine learning, and is designed to be a continuation of the Year 4: Machine Learning Fundamentals with Python track.
28 hours
Go to courseThis track consists of Python projects and case studies, intended to help you further strengthen the Python skills you acquired in previous tracks.
12 hours
Go to courseThe focus of this track is on helping you strengthen your Python skills by working on a variety of different projects. You'll also learn about deep learning and how to work with image and text data.
24 hours
Go to courseWhat is DataCamp?
Learn the data skills you need online at your own pace—from non-coding essentials and Google Spreadsheets to Python, R, and SQL.
Join other IoA learners
Visit My IoA—your gateway to online services for Members and Students—to unlock your DataCamp access
Hands-on learning experience
Grow your data skills with short video tutorials and hands-on coding exercises.
Choose your own learning path
Choose from over 350 courses or enroll in IoA's custom learning paths for Business People, Practitioners, Thought Leaders, and C-Suite, to overcome your biggest business and technology challenges.
Flexible online training for every role
Grow your skills with data-oriented assessments, courses, projects, and practice exercises in Python, R, SQL, Excel, Python, Tableau, Oracle, Power BI, data engineering, and more.
