ML Fundamentals

Classical machine learning is still the backbone of most production AI.

Цена: 4 287 ₽

Длительность: 16 ч

Автор: John Jackson

Программа курса

  1. What Is Machine Learning
  2. Linear Regression
  3. Logistic Regression
  4. Decision Trees and Random Forests
  5. Support Vector Machines
  6. K-Nearest Neighbors and Distances
  7. Unsupervised Learning
  8. Feature Engineering & Selection
  9. Model Evaluation
  10. Bias-Variance Tradeoff
  11. Ensemble Methods
  12. Hyperparameter Tuning
  13. ML Pipelines
  14. Naive Bayes
  15. Time Series Fundamentals
  16. Anomaly Detection
  17. Handling Imbalanced Data
  18. Feature Selection
  19. Итоговое задание