Schedule

Fall: Data Processing

Date Materials Homework
Wednesday, November 01, 2023 Introduction and Tabular Data HW 1
( colab )

Due Date: Wednesday, November 15, 2023 12:00 PM

Submission link
Wednesday, November 15, 2023 Time Series Data – Time Domain HW 2
( colab )

Due Date: Wednesday, November 22, 2023 12:00 PM

Submission link
Wednesday, November 22, 2023 Time Series Data – Frequency Domain
  • Motivation ( colab )
  • Trigonometry ( colab )
  • Fast Fourier Transform ( colab )
  • Spectrograms ( colab )
  • Frequency-Domain Features ( colab )
  • Signal Noise ( colab )
  • Digital Filters ( colab )
HW 3
( colab )

Due Date: Wednesday, December 06, 2023 12:00 PM

Submission link
Wednesday, December 06, 2023 Image Data HW 4
( colab )

Due Date: Wednesday, January 17, 2024 12:00 PM

Submission link

Winter: Machine Learning

Date Materials Homework
Wednesday, January 17, 2024 Review of Digital Signal Processing
  • Exploring a Time-Series Dataset: Parkinsonian Gait ( colab )
  • Exploring an Image Dataset: Skin Cancer ( colab )
HW 5
( colab )

Due Date: Wednesday, February 14, 2024 12:00 PM

Submission link
Wednesday, January 31, 2024 Machine Learning Terminology and Workflow
  • Crash Course on Machine Learning ( slides )
Wednesday, February 14, 2024 Our First Models
  • Classification with an Image Dataset: Skin Cancer ( colab )
  • Regression with a Time-Series Dataset: Parkinsonian Gait ( colab )
HW 7
( colab )

Due Date: Wednesday, February 21, 2024 12:00 PM

Submission link
Wednesday, February 21, 2024 Refining Our Models
  • Refining Our Image Classifier ( colab )
  • Refining Our Time-Series Regressor ( colab )
HW 8
( colab )

Due Date: Wednesday, March 06, 2024 12:00 PM

Submission link
Wednesday, March 06, 2024 Interpretability and Bias
  • Motivation ( colab )
  • Naïve Baselines ( colab )
  • Feature Importance ( colab )
  • SHAP Values ( colab )
  • Quantifying Bias ( colab )
HW9
( colab )

Due Date: Wednesday, March 27, 2024 12:00 PM

Submission link
Wednesday, March 27, 2024 Flex Day