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course-machinelearning

Machine learning studies from the IGTI website.

All files were based on the course from the cited site.

https://www.igti.com.br/bootcamp/engenheiro-de-machine-learning/

Contents

Module 1 (Machine Learning Fundamentals):

  • Practical Work: Medical appointment no shows
  • Challenge: Predicting wine quality

Module 2 (Predictive Models and Time Series):

  • Practical Work: Bike sharing demand
  • Challenge: Banknote authentication

Module 3 (Machine Learning Model Selection):

  • Practical Work: a. Detecting whether a person has diabetes or not; b. Blood transfusion service center; c. Predicting wine quality
  • Challenge: Indian liver patient records

Module 4 (Learning Methodologies):

  • Practical Work: Clothing Image Classification (Fashion MNIST)
  • Challenge: Classify flowers with transfer learning

Final Challenge:

  • Predicting the car make