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AML4Design
Home
Lectures
Lecture 1: Introduction to Machine Learning
Lecture 2: Machine Learning for Natural Language Processing (part 1)
Lecture 3: Machine Learning for Natural Language Processing (part 2)
Lecture 4: Machine Learning for Image Processing (part 1)
Lecture 5: Machine Learning for Image Processing (part 2)
Lecture 6: Train, Evaluate, and Integrate Machine Learning Models (part 1)
Lecture 7: Train, Evaluate, and Integrate Machine Learning Models (part 2)
Tutorials
Coding Environment
Tutorial 1: Text Processing
Preparation
Tutorial
Tutorial 2: Image Processing Methods for IPPSs
Preparation
Tutorial
Tutorial 3: Training, Evaluating, and Integrating Machine Learning Models
Preparation
Tutorial
Slides
Assignments
Assignment 1: Text Processing
Individual Assignment
Group Assignment
Grading Rubric (Group Assignment)
Assignment 2: Image Processing Methods for IPPs
Individual Assignment
Group Assignment
Grading Rubric (Group Assignment)
Assignment 3: Train, Evaluate, and Integrate Machine Learning Models
Individual Assignment
Group Assignment
Grading Rubric (Group Assignment)
Code
Object-Detection Webcam Demo
Assignments
Table of contents
Assignment 1: Text Processing
Assignment 2: Image Processing Methods for IPPs
Assignment 3: Train, Evaluate, and Integrate Machine Learning Models