Praktikum Kecerdasan Komputasional

Note

Program Studi Rekayasa Kecerdasan Aritifisial
Departemen Teknik Informatika, Insitut Teknologi Sepuluh Nopember (ITS)
Referensi: buku, source code, aima-berkeley

Daftar Isi

1. Pengantar Kecerdasan Komputasional _{^{[minggu #1]}}

Install tools berikut untuk praktikum:

• Python, numpy, matplotlib, pandas, seklearn, and scipy
• Jupyter Notebook
• Google Colab
• Tugas I 🎓

2. Logic _{^{[minggu #2 - #4]}}

• Panduan Praktikum Logic
• Modul Logic
• Logical Sentences
• Operators for Constructing Logical Sentences
• Propositional Knowledge Bases
• Wumpus World Knowledge Bases
• Inference in Propositional Knowledge Base
• Tugas II 🎓

3. Fuzzy Logic _{^{[minggu #5 - #7]}}

• Panduan Praktikum Fuzzy Logic
• Modul Fuzzy
• Basic Fuzzy Logic
• Fuzzy Logic Mamdani
• Fuzzy Logic Sugeno
• Fuzzy Logic Tsukamoto
• Tugas III 🎓

4. Evaluasi Tengah Semester (ETS) _{^{[minggu #8]}}

• Tugas Project (Individu) 🎓

5. Probability dan Uncertainty _{^{[minggu #9 - #11]}}

• Probability Distribution
• Bayesian Networks
• Hidden Markov Models

6. Genetic Algorithm _{^{[minggu #12]}}

• Notebook: Genetic Algorithm
• Notebook: GA Overview AIMA

7. Particle Swarm Optimization _{^{[minggu #13]}}

• Particle Swarm Optimization