All skill roadmaps
Tech & Digital · Technical Skills
Data Scientist
Follow each stage in sequence and use the map to shape your learning.
01 / Foundations
01Python
02Mathematics
03Statistics
02 / Core practice
04SQL
05Data Cleaning
06Data Visualization
03 / Build & apply
07Machine Learning
08Model Evaluation
09Feature Engineering
04 / Professional edge
10Deep Learning
11Deployment
12Specialization
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Jump straight into search results curated for this path across video, course, book, and article platforms.
Video tutorials
Watch Data Scientist tutorials on YouTube
Online courses
Find Data Scientist courses on Coursera
Free resources
Browse free Data Scientist lessons on freeCodeCamp
Books
Search for Data Scientist books on Google Books
Articles & papers
Read Data Scientist articles on Google Scholar
Professional certifications
Find recognised Data Scientist certifications on Coursera
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