COE 379L: Software Design For Responsible Intelligent Systems

Course Schedule:

  • Unit 1: Course Overview and Introduction to Data Processing
  • Unit 2: Introduction to Machine Learning
  • Unit 3: Advanced Techniques for Machine Learning
    • Introduction to Deep Learning
    • Hands-on Neural Networks
    • Convolutional Neural Networks (CNNs)
    • Project 1 Summary
    • Exam Study Guide
    • Cheatsheet
    • MLOps
    • Supplement: Model Persistence with Pickle
    • Exam Summary
  • Unit 4: Recent Advancements

Projects:

  • Project 01 - 20 Points
  • Project 02 - 20 Points (with 2 possible bonus points)
  • Project 03 - 35 Points
COE 379L: Software Design For Responsible Intelligent Systems
  • Unit 3: Advanced Techniques for Machine Learning
  • View page source

Unit 3: Advanced Techniques for Machine Learning

  • Introduction to Deep Learning
  • Hands-on Neural Networks
  • Convolutional Neural Networks (CNNs)
  • Project 1 Summary
  • Exam Study Guide
  • Cheatsheet
  • MLOps
  • Supplement: Model Persistence with Pickle
  • Exam Summary
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