Summary of PEMBELAJARAN MESIN

Gedung Panehan Pasca Sarjana Lantai 1,
Jl. Telekomunikasi Terusan Buah Batu,
Bandung - 40257, Indonesia

E-Mail: clove@telkomuniversity.ac.id
Khusus Dosen: +62 821-1666-3563
Khusus Mahasiswa: +62 812-2200-1813

SECTION 0. DESKRIPSI DAN SILABUS MATA KULIAH

INFORMASI PENTING

SECTION 1. [MATERI WEEK 1-3] INTRODUCTION TO MACHINE LEARNING AND DATA PREPROCESSING

Slide Week 1 - Introduction to Machine Learning Part 1

Slide Week 1 - Introduction to Machine Learning Part 2

Lecture Note 1 - Bias and Variance

FORUM Week 1: Introduction to Machine Learning

CSH3L3 - PEMBELAJARAN MESIN - PB01 - M1 - PENGERTIAN PEMBELAJARAN MESIN

CSH3L3 - PEMBELAJARAN MESIN - PB01 - M2 - ERA MACHINE LEARNING

CSH3L3 - PEMBELAJARAN MESIN - PB01 - M3 - TAKSONOMI METODE MACHINE LEARNING

CSH3L3 - PEMBELAJARAN MESIN - PB01 - M4 - EMPAT MACAM TEKNIK MACHINE LEARNING BERDASARKAN DAMPAK YG DIHARAPKAN

Playlist Video Rekaman Kuliah by UNW (Prodi IF Reguler)

Playlist Video Rekaman Kuliah by UNW (Prodi IF PJJ)

Playlist Video Rekaman Kuliah by ADF

Recommended Youtube Playlist: Introduction to Machine Learning by STATQUEST

Slide Week 2 - Data Preprocessing

FORUM Week 2: Data Specifications and Preprocessing

CSH3L3 - PEMBELAJARAN MESIN - PB01 - M5 - DATA: DISKRIT VERSUS KONTINU

CSH3L3 - PEMBELAJARAN MESIN - PB01 - M6 - DATA: MUDAH VERSUS SULIT DIINTREPRETASIKAN

CSH3L3 - PEMBELAJARAN MESIN - PB01 - M7 - DATA: INDUKTIF VERSUS DEDUKTIF

SECTION 2. [ASESMEN WEEK 1-3] INTRODUCTION TO MACHINE LEARNING AND DATA PREPROCESSING

Susulan/Remedial Kuis SubCLO-04-2-1 (Bobot = 10%) (nilai max = 50.01)

SECTION 3. [MATERI WEEK 3-5] SUPERVISED LEARNING PART 1

Slide Week 3 - Introduction to Supervised Learning

Slide Week 3 - Model Selection and Evaluation Part 1

Slide Week 3 - Model Selection and Evaluation Part 2

Slide Week 3 - Model Selection and Evaluation Part 3

Slide Week 3 - Model Selection and Evaluation Part 4

FORUM Week 3: Supervised Learning (Introduction)

CSH3L3 - PEMBELAJARAN MESIN - PB07 - M7 - EVALUASI MODEL KLASIFIKASI

Slide Week 4 - Support Vector Machine

Slide Week 4 - Support Vector Machine 2

FORUM Week 4: Support Vector Machine

CSH3L3 - PEMBELAJARAN MESIN - PB06 - M1 - SUPPORT VECTOR MACHINE (SVM)

CSH3L3 - PEMBELAJARAN MESIN - PB06 - M2 - SVM: KLASIFIKASI DUA KELAS

CSH3L3 - PEMBELAJARAN MESIN - PB06 - M3 - SVM: HYPERPLANE OPTIMUM

CSH3L3 - PEMBELAJARAN MESIN - PB06 - M4 - SVM: MAKSIMASI MARGIN

CSH3L3 - PEMBELAJARAN MESIN - PB06 - M5 - SVM: MENGATASI OUTLIER

CSH3L3 - PEMBELAJARAN MESIN - PB06 - M6 - SVM LEARNING ALGORITHM

CSH3L3 - PEMBELAJARAN MESIN - PB06 - M7 - SVM UNTUK KLASIFIKASI DUA KELAS

CSH3L3 - PEMBELAJARAN MESIN - PB07 - M1 - SVM MULTI KELAS

CSH3L3 - PEMBELAJARAN MESIN - PB07 - M2 - SVM MULTI KELAS: ONE-AGAINST-ALL

CSH3L3 - PEMBELAJARAN MESIN - PB07 - M3 - SVM MULTI KELAS: ONE-AGAINST-ONE

CSH3L3 - PEMBELAJARAN MESIN - PB07 - M6 - FUZZY SVM

Recommended Youtube Playlist: Support Vector Machine by STATQUEST

SECTION 4. [ASESMEN WEEK 3-5] SUPERVISED LEARNING PART 1

Susulan/Remedial Ujian Tengah Semester SubCLO-10-1-1 Part 1 (Bobot = 10%) (nilai max = 50.01)

SECTION 5. [MATERI WEEK 5-9] SUPERVISED LEARNING PART 2

Slide Week 5 - Artificial Neural Network

Lecture Note 2 - Artificial Neural Network

Video - Introduction to Neural Network

Video - Neural Network Architecture

Video - Neural Network Architecture 2

Video - Gradient Descent and Backpropagation

Link Video dan Latihan Gradient Descent dan ANN (by IZA)

Playlist Video ADF: Neural Network

Recommended Youtube Playlist: Neural Network by STATQUEST

FORUM Week 5: Artificial Neural Network

CSH3L3 - PEMBELAJARAN MESIN - PB04 - M1 - ARTIFICIAL NEURAL NETWORK

CSH3L3 - PEMBELAJARAN MESIN - PB04 - M2 - PERCEPTRON

CSH3L3 - PEMBELAJARAN MESIN - PB04 - M3 - KEMAMPUAN PERCEPTRON

CSH3L3 - PEMBELAJARAN MESIN - PB04 - M4 - ARSITEKTUR JARINGAN

CSH3L3 - PEMBELAJARAN MESIN - PB04 - M5 - MULTI LAYER PERCEPTRON

CSH3L3 - PEMBELAJARAN MESIN - PB04 - M6 - ALGORITMA PROPAGASI BALIK

CSH3L3 - PEMBELAJARAN MESIN - PB04 - M7 - MLP UNTUK PENGENALAN HURUF

Slide Week 6 - Recurrent Neural Network and Long Short-Term Memory

Lecture Note 3 - RNN dan LSTM

Video - Recurrent Neural Network

Video - Long Short Term Memory

FORUM Week 6: RNN and LSTM

Slide Week 7 - Convolutional Neural Network

Lecture Note 4 - CNN

Video - Convolutional Neural Network Part 1

Video - Convolutional Neural Network Part 2

Video - Convolutional Neural Network Part 3

Playlist Video ADF: Convolutional Neural Network

FORUM Week 7: Convolutional Neural Network

SECTION 6. [ASESMEN WEEK 5-9] SUPERVISED LEARNING PART 2

Susulan/Remedial Ujian Tengah Semester SubCLO-10-1-1 Part 2 (Bobot = 10%) (nilai max = 50.01)

Susulan/Remedial Case-Based Partisipatif SubCLO-10-1-1 (Bobot = 12.5%) (nilai max = 50.01)