Course curriculum

  • 1

    Welcome to the course!

    • Welcome

    • Professors

    • Introduction

    • Schedule

    • Where you are - Quantum Mile

    • How to use this course

    • Google Colab link
  • 2

    Module 1: Intro to ML & AI

    • A Brief History of AI

    • Fundamentals of ML and AI

    • Machine Learning vs. Artificial Intelligence

    • Questionary I

    • Generative vs Predictive AI

    • Questionary II

    • Short Assignment (30 minutes): Exploring Machine Learning with NotebookLM

    • Intro to Python

    • Python Cheat Sheet

    • Set of Exercises
  • 3

    Module 2: Supervised Learning Algorithms

    • Supervised Learning - Regression

    • Supervised Learning - Classification

    • Gitlab Repository

    • Task: ML problem selection
  • 4

    Module 3: Unsupervised Learning Algorithms

    • Unsupervised Learning

    • Model Tracking with MLFlow
  • 5

    Module 7: Module 7: Course Challenge based on Project-based Learning

    • Project Files

    • Project Presentation
  • 6

    Módulo 8: Proyecto Final

    • Enunciado del proyecto