Lectures

You can download the lectures here. We will try to upload lectures prior to their corresponding classes.

• Introduction
  tl;dr:
  [Slides]
  

  Suggested Readings:

  • Lab
  • HMST Chapter 1 and Chapter 2
  • ML Project check list
  • Python tutorial
  • Colab tutorial
  • Kaggle tutorial
  • Video for Colab/Kaggle -1
  • Video for Colab/Kaggle -2
  • [Recorded video]
• Framing the problem and constructing the dataset
  tl;dr:
  [Slides]
  

  Suggested Readings:

  • Lab
  • HMST Chapter 1
  • Data-centric AI
  • Snorkel
  • CROWDLAB
  • [Recorded video]
• Database and Data Wrangling
  tl;dr:
  [Slides]
  

  Suggested Readings:

  • Lab
  • HMST Chapter 1
  • SQL cheatsheet
  • Pandas cheatsheet
  • [Recorded video]
• Data cleaning and feature engineering
  tl;dr:
  [Slides]
  

  Suggested Readings:

  • Lab
  • Tour of Data Preparation Techniques for Machine Learning
  • Label errors
  • HMST Chapter 1
  • [Recorded video]
• Feature selection and extraction
  tl;dr:
  [Slides]
  

  Suggested Readings:

  • Lab
  • How to Choose a Feature Selection Method For Machine Learning
  • HMST Chapter 8, 9
  • [Recorded video]
• Explainable AI
  tl;dr:
  [Slides]
  

  Suggested Readings:

  • Lab
  • Interpretable Machine Learning
  • Interpretability in Data-Centric ML
  • [Recorded video]
• Model Serving
  tl;dr:
  [Slides]
  

  Suggested Readings:

  • Lab
  • HMST Chpater 19
  • [Recorded video]
• Midterm presentation
  tl;dr:
  [Order of Group Presentations]
  

  Suggested Readings:

• The deep learning journey
  tl;dr:
  [Slides]
  

  Suggested Readings:

  • Lab
  • NN Playground
  • HMST Chpater 10, 11
  • [Recorded video]
• Image processing with Convolutional Neural Networks
  tl;dr:
  [Slides]
  

  Suggested Readings:

  • Lab
  • CNN explainer
  • Image kernels
  • HMST Chpater 14
  • [Recorded video]
• Sequence processing using Recurrent Neural Network
  tl;dr:
  [Slides]
  

  Suggested Readings:

  • Lab
  • Transformer Explainer
  • AttentionViz
  • BertViz
  • HMST Chpater 15, 16
  • [Recorded video]