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🧠Intermediate

Data Science & AI Foundations

Turn raw data into insight with Python — NumPy, pandas, cleaning, statistics and a first real taste of machine learning and how modern AI works. Runnable, hands-on, no setup.

5 modules · 15 lessons · runnable · 15 lessons
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What you'll learn

  • NumPy & pandas
  • Cleaning & stats
  • Intro to ML
  • How AI works

Curriculum

5 modules · 15 lessons
Module 1The data science workflow2 lessons
What data science and AI arePreview
NumPy: fast arrays and maths
Module 2pandas — the workhorse3 lessons
Series and DataFrames
Selecting and filtering
Grouping and aggregating
Module 3Cleaning & preparing data3 lessons
Missing values
Creating and transforming columns
Summary statistics
Module 4From statistics to machine learning3 lessons
Correlation: do things move together?
A first model: fitting a trend
Training, testing and overfitting
Module 5How modern AI works4 lessons
Classical ML, deep learning & LLMs
How an LLM 'thinks'
Data, bias & responsibility
Where to go next

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