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ML4Design
Home
Lectures
Lecture 1: AI and ML in IPSSs (design)
Lecture 2: Fundamentals of ML
Lecture 3: Image Processing Methods
Lecture 4: Image Processing Methods
Lecture 5: Natural Language Processing
Lecture 6: Natural Language Processing
Lecture 7: Design and Develop Machine Learning Models /1
Lecture 8: Design and Develop Machine Learning Models /2
Lecture 9: Designing iPSSs that include Machine Learning technology
Tutorials
Coding Environment
Tutorial 1a: Image Processing Methods for IPPSs
Preparation
Tutorial
Tutorial 1b: Teachable Machine
Preparation
Tutorial
Tutorial 2: Text Processing
Preparation
Tutorial
Tutorial 3: Creating Machine Learning Models with Structured Data
Preparation
Tutorial
Assignments
Assignment 1: Image Processing
Individual Assignment
Group Assignment
Grading Rubric (Group Assignment)
Assignment 2: Text Processing
Individual Assignment
Group Assignment
Grading Rubric (Group Assignment)
Assignment 3: Creating Machine Learning Models with Structured Data
Individual Assignment
Group Assignment
Grading Rubric (Group Assignment)
Previous Editions
Previous Editions
You can find the previous editions of the Machine Learning for Design course here:
2021/2022