ml2023

Advanced Introduction to Machine Learning - Course taught at University of Washington, Seattle, Winter 2023

View the Project on GitHub bytesizeml/ml2023

Advanced Introduction to Machine Learning | Winter 2023

Professional Masters Program | University of Washington, Seattle

Instructor - Dr. Karthik Mohan

TA - Ayush Singh

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Lecture Dates

  1. Tuesday: 4 pm - 6 pm PST
  2. Thursday 4 pm - 6 pm PST

Lectures go from January - March 2023

Office Hours and Quiz Section Hours

  1. TA quiz section: 6-7 pm, Friday
  2. TA office hours: 6-7 pm, Saturday
  3. Grader Office hours: 5-6 pm, Saturday
  4. Karthik Office hours: 5:50 pm -6:20 pm, Tuesday and Thursday after class

Course Syllabus

  1. Motivation and Linear Regression
  2. Binary Classification
  3. Multi-class Classification
  4. Clustering
  5. Anomaly Detection
  6. Data Visualization
  7. Deep Learning Motivation
  8. Deep Learning Mechanics
  9. Deep Learning in NLP
  10. Advanced Topics

Course Assesments

  1. Conceptual Assignments
  2. Programming Assignments
  3. Mini Projects
  4. In-class Exercise
  5. Lightning Presentation