SQL & Analytics
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Query, join, aggregate, transform and validate relational data with SQL, then use window functions and analytical patterns to answer trustworthy business and product questions.
- SQL Tutorial: Full Database Course for Beginners — freeCodeCamp (Long)
Strong relational/SQL foundation with hands- on database work. - Learn SQL Beginner to Advanced — Alex The Analyst (Long)
Moves from core queries through joins, subqueries, CTEs and advanced analysis. - SQL for Data Engineering — Luke Barousse (Long)
Connects SQL to production data- engineering patterns and performance.
- The Essence of Calculus — 3Blue1Brown
Apply SQL & Analytics through the adjacent capability: ML Mathematics. - Essence of Linear Algebra Preview — 3Blue1Brown
Apply SQL & Analytics through the adjacent capability: ML Mathematics. - Practical Deep Learning Lesson 1 — fast.ai
Apply SQL & Analytics through the adjacent capability: Data Science Foundations.
- Step by Step — Machine Learning Project Workflow
Extend SQL & Analytics into senior/production practice through Machine Learning. - Stochastic Gradient Descent — StatQuest
Extend SQL & Analytics into senior/production practice through ML Mathematics. - Introduction to Random Forests — fast.ai
Extend SQL & Analytics into senior/production practice through Data Science Foundations.