IF3270 - Machine Learning

Comprehensive notes and study materials for Machine Learning course, covering fundamental concepts, algorithms, and practical implementations.Catatan dan materi belajar lengkap untuk mata kuliah Machine Learning, mencakup konsep dasar, algoritma, dan implementasi praktis.

NotesCatatan

0. Introduction to IF3270

0. Introduction to IF3270

2 min read2 menit baca
IDmath-heavydata-science
1. Introduction to ML

1. Introduction to ML

6 min read6 menit baca
IDmath-heavydata-science
2. Ensemble Methods

2. Ensemble Methods

9 min read9 menit baca
IDpythondata-science
3. Perceptron

3. Perceptron

11 min read11 menit baca
IDperceptrondata-science
4. Feed Forward Neural Network

4. Feed Forward Neural Network

10 min read10 menit baca
IDFFNNdata-science
5. Convolutional Neural Network

5. Convolutional Neural Network

15 min read15 menit baca
IDCNNdeep-learning
6. Recurrent Neural Network

6. Recurrent Neural Network

17 min read17 menit baca
IDRNNLSTM
7. Attention and Transformer

7. Attention and Transformer

15 min read15 menit baca
IDattentiontransformer
8. Reinforcement Learning

8. Reinforcement Learning

11 min read11 menit baca
IDreinforcement-learningSARSA

ExamsUjian

9. 1st Quiz 2025/2026

9. 1st Quiz 2025/2026

16 min read16 menit baca
IDensembleperceptron
10. 1st Quiz 2024/2025

10. 1st Quiz 2024/2025

14 min read14 menit baca
IDensemblePerceptron
11. 2nd Quiz 2025/2026

11. 2nd Quiz 2025/2026

17 min read17 menit baca
IDCNNRNN
12. 2nd Quiz 2024/2025

12. 2nd Quiz 2024/2025

21 min read21 menit baca
IDCNNRNN
13. Midterm Exam 2025/2026

13. Midterm Exam 2025/2026

12 min read12 menit baca
IDperceptronFFNN
14. Midterm Exam 2024/2025

14. Midterm Exam 2024/2025

21 min read21 menit baca
IDensembleCNN
15. Midterm Exam 2023/2024

15. Midterm Exam 2023/2024

13 min read13 menit baca
IDlogistic-regressiondecision-tree
16. Final Exam 2024/2025

16. Final Exam 2024/2025

31 min read31 menit baca
IDRNNLSTM
17. Final Exam 2023/2024

17. Final Exam 2023/2024

17 min read17 menit baca
IDFFNNSVM

ExercisesLatihan

18. Ensemble Exercises

18. Ensemble Exercises

5 min read5 menit baca
IDensembledata-science
19. Perceptron Exercises

19. Perceptron Exercises

7 min read7 menit baca
IDperceptrondata-science
20. ANN Exercises

20. ANN Exercises

8 min read8 menit baca
IDFFNNdata-science
21. CNN Exercises

21. CNN Exercises

8 min read8 menit baca
IDCNNdata-science
22. RNN Exercises

22. RNN Exercises

9 min read9 menit baca
IDRNNdeep-learning
23. LSTM Exercises

23. LSTM Exercises

10 min read10 menit baca
IDLSTMRNN
24. Attention Exercises

24. Attention Exercises

12 min read12 menit baca
IDattentionencoder-decoder
25. Reinforcement Learning Exercises

25. Reinforcement Learning Exercises

7 min read7 menit baca
IDreinforcement-learningSARSA