Machine Learning Fundamentals

Understand supervised and unsupervised learning algorithms from scratch, model with scikit-learn, and learn model evaluation and the logic of putting models into production.

Understand supervised and unsupervised learning algorithms from scratch, model with scikit-learn, and learn model evaluation and the logic of putting models into production.

Course details

  • Level: Intermediate · Duration: 48 hours
  • Format: Live lessons (1-3 sessions a week)
  • Instructor: Dr. Tuna Yücel
  • Fee: 6.900 TRY · Average rating: 4.9/5 (2.740 students)

Curriculum

  • Regression and classification
  • Decision trees and ensemble methods
  • Clustering and dimensionality reduction
  • Model evaluation and cross-validation
  • Graduation project: a prediction model

What will you gain in this course?

  • Building an end-to-end ML model
  • Measuring model performance correctly
  • Matching the model to the business problem

Prerequisites and purchase

Python and basic statistics are required (the Data Analysis with Python course is recommended). After purchase you access the curriculum and calendar from your student panel; you have an unconditional refund right within 14 days. You can pay by card in 3-9 instalments. Those who complete the course receive a certificate with a verification code.

Support

During the course the student support team replies on weekdays between 09:00 and 21:00; in the mentor Q&A hour you can talk to the instructor one to one.

Curriculum

  • Regression and classification
  • Decision trees and ensemble methods
  • Clustering and dimensionality reduction
  • Model evaluation and cross-validation
  • Graduation project: a prediction model

Outcomes

  • Building an end-to-end ML model
  • Measuring model performance correctly
  • Matching the model to the business problem

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