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Data and Programming Foundations for AI

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Overview

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Learn the coding, data science, and math you need to get started as a Machine Learning or AI engineer. Includes **Python**, **Probability**, **Linear Algebra**, **Statistics**, **matplotlib**, **pandas**, and more.

Syllabus

  • Welcome to Machine Learning/AI Engineering Foundations
  • Principles of Data Literacy
  • Python Fundamentals for ML/AI Engineers (Part I)
  • Python Fundamentals for ML/AI Engineers (Part II)
  • Portfolio Project: U.S. Medical Insurance
  • Python Pandas for ML/AI Engineers
  • Exploratory Data Analysis in Python
  • Math and Statistics for ML/AI Engineers
  • ML/AI Engineering Foundations : Final Portfolio

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