Week 2: Statistics & Machine Learning

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Day 1

• Statistical learning
  • Conceptual Introduction to Data Science
  • Exploratory Data Analysis (EDA)
  • Exploratory Data Analysis Answers (EDA)

• Machine Learning
  • Conceptual Introduction to Deep Learning and AI
  • Intro to Neural Networks Worksheet

• Recording

Day 2

• Statistical learning

  • Least Squares
  • Logistic Regression

• Machine Learning

  • Introduction to Convolutional Neural Networks
  • Kernals
  • Intro to CNN Part 1

• Recording

Day 3

• Statistical learning
  • Model Evaluation

• Machine Learning

  • AI Advanced topics

• Colab notebooks

• Recordings

Day 4

• Statistical learning
  • Clustering
• Machine Learning
  • Large Language Models

• Colab notebooks

• Recordings

Day 5

• Research Spotlight
• Car Demo and Team Presentation

Daily sessions will be recorded and made available here at the conclusion of each day