Praktikum-Kecerdasan-Komputasional

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Praktikum-Kecerdasan-Komputasional

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Materi Praktikum Kecerdasan Komputasional, Rekayasa Kecerdasan Aritifisial, Dept. T. Informatika ITS

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# Praktikum Kecerdasan Komputasional

> [!NOTE]
> Program Studi Rekayasa Kecerdasan Aritifisial 
> Deptartemen Teknik Informatika, Insitut Teknologi Sepuluh Nopember (ITS)

> [!IMPORTANT]
> Dosen : Imam Mustafa Kamal, Ph.D. 
> Lab Praktikum : Ruangan IF-108 
> Hari, Jam : Rabu, Jam 10.00 - 11.50 WIB

> [!TIP]
> Referensi: [buku](https://people.engr.tamu.edu/guni/csce421/files/AI_Russell_Norvig.pdf), [source code](https://github.com/aimacode/aima-python), [aima-berkeley](https://aima.cs.berkeley.edu/) 
> Email: imamkamal@its.ac.id 
> Room: IF-235

## Konten Praktikum:
### 1. Pengantar Kecerdasan Komputasional [_minggu #1_] 
Install tools berikut untuk praktikum:
* [Python, numpy, matplotlib, pandas, seklearn, and scipy](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/1%20-%20Pengantar%20Kecerdasan%20Komputasional/1%20Pengantar%20Kecerdasan%20Komputasional.pdf)
* [Jupyter Notebook](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/1%20-%20Pengantar%20Kecerdasan%20Komputasional/1%20Pengantar%20Kecerdasan%20Komputasional.pdf)
* [Google Colab](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/1%20-%20Pengantar%20Kecerdasan%20Komputasional/1%20Pengantar%20Kecerdasan%20Komputasional.pdf)
* [`Tugas I`](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/1%20-%20Pengantar%20Kecerdasan%20Komputasional/1%20Pengantar%20Kecerdasan%20Komputasional.pdf) :mortar_board:

### 2. Logic [_minggu #2 - #4_] 
* [`Panduan Praktikum Logic`](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/2%20-%20Logical%20Agents/2%20Panduan%20Praktikum%20Logic.pdf) 
* [Logical Sentences](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/2%20-%20Logical%20Agents/logic.ipynb)
* [Operators for Constructing Logical Sentences](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/2%20-%20Logical%20Agents/logic.ipynb)
* [Propositional Knowledge Bases](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/2%20-%20Logical%20Agents/logic.ipynb)
* [Wumpus World Knowledge Bases](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/2%20-%20Logical%20Agents/logic.ipynb)
* [Inference in Propositional Knowledge Base](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/2%20-%20Logical%20Agents/logic.ipynb)
* [`Tugas II`](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/2%20-%20Logical%20Agents/Tugas%202/Tugas2%20logical%20agents.pdf) :mortar_board:
 
### 3. Fuzzy Logic [_minggu #5 - #7_] 
* [`Panduan Praktikum Fuzzy Logic`](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/3%20-%20Fuzzy%20Logic/3%20Panduan%20praktikum%20fuzzy.pdf)
* [Basic Fuzzy Logic](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/3%20-%20Fuzzy%20Logic/Fuzzy_Logic.ipynb)
* [Fuzzy Logic Mamdani](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/3%20-%20Fuzzy%20Logic/Fuzzy_Logic.ipynb)
* [Fuzzy Logic Sugeno](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/3%20-%20Fuzzy%20Logic/Fuzzy_sugeno.ipynb)
* [Fuzzy Logic Tsukamoto](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/3%20-%20Fuzzy%20Logic/Fuzzy_Tsukamoto.ipynb)
* [`Tugas III`](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/3%20-%20Fuzzy%20Logic/Tugas%20Fuzzy.pdf) :mortar_board:

### 4. Evaluasi Tengah Semester (ETS) [_minggu #8_] 
* Tugas Project (Individu) :mortar_board:

### 5. Probability dan Uncertainty [_minggu #9 - #11_] 
* [Probability Distribution](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/4%20-%20Probability%20dan%20Uncertainty/probability.ipynb)
* [Bayesian Networks](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/4%20-%20Probability%20dan%20Uncertainty/probability.ipynb)
* [Hidden Markov Models](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/4%20-%20Probability%20dan%20Uncertainty/probability.ipynb)
* `Tugas IV` :mortar_board:

### 6. Evolutionary Computation [_minggu #12 - #14_] 
* [Genetic Algorithm (GA)](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/5%20-%20Genetic%20Algorithm/Genetic_Algorithm.ipynb)
* [Particle Swarm Optimization (PSO)](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/6%20-%20Particle%20Swarm%20Optimization/Genetic%20Algorithm%20-%20Particle%20Swarm%20Optimization%20.ipynb)
* [Grey Wolf Optimization (GWO)](https://github.com/bscpnu/Praktikum-Kecerdasan-Komputasional/blob/main/Praktikum/7%20-%20Grey%20Wolf%20Optimization/gwo-svm.ipynb)
* `Tugas V` :mortar_board:

### 7. Evaluasi Akhir Semester (EAS) [_minggu #15 - #16_] 
* Final Project (Kelompok) :mortar_board:

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