MK Machine Learning

• Kode: TKE194918

• SKS: 3

• Jadwal

  • TKE194918 Machine Learning A RABU 15:00 - 17:30 GEDUNG TEKNIK E 201 - 12 mhs

Sumber Referensi

• Materi Kuliah dari Andrew Ng

• Python Data Science

• Python ML Course

• TensorFlow, Keras and deep learning, without a PhD, Github

• CS231n Github, CS231n Github Source

• Homemade Machine Learning in Python License: MIT

• Machine Learning Octave in Octave License: MIT

• Machine Learning Experiments License: MIT

• COMS W4995 Applied Machine Learning Spring 2019 - Schedule - Andreas C. Müller - Associate Research Scientist, amueller/COMS4995-s19: COMS W4995 Applied Machine Learning - Spring 19 License: CC0

Tools

• Colabify
• Notebook Buddy

Kuliah

Pekan 7-9

• Logistic regression - pdf - ppt
• Regularization - pdf - ppt
• Programming Exercise 2: Logistic Regression - pdf - Problem - Solution
• Lecture Notes
• Errata
• 06: Logistic Regression by Holehouse
• 07: Regularization by Holehouse

Pekan 10-12

• Neural Networks: Representation - pdf - ppt
• Programming Exercise 3: Multi-class Classification and Neural Networks - pdf - Problem - Solution
• Lecture Notes
• Errata
• Program Exercise Notes
• 08: Neural Networks - Representation by Holehouse

Pekan 13

• Neural Networks: Learning - pdf - ppt
• Programming Exercise 4: Neural Networks Learning - pdf - Problem - Solution
• Lecture Notes
• Errata
• Program Exercise Notes
• 09: Neural Networks - Learning by Holehouse

Visualizing Backpropagation

• HMKCode
• MattMazur
• JeremyJordan
• NN

Pekan 14 : Deep Learning Introduction

• TensorFlow, Keras and deep learning, without a PhD, Github