GithubHelp home page GithubHelp logo

aliakbars / uai-ai Goto Github PK

View Code? Open in Web Editor NEW
5.0 3.0 7.0 35.03 MB

Repositori untuk mata kuliah Artificial Intelligence & Machine Learning di Universitas Al Azhar Indonesia

Home Page: https://aliakbars.id/uai-ai

License: MIT License

Jupyter Notebook 99.89% TeX 0.11%
artificial-intelligence genetic-algorithm uninformed-search classification clustering regression

uai-ai's Introduction

Artificial Intelligence & Machine Learning Semester Ganjil 2020/2021

Daftar Topik

  1. Pengenalan Inteligensi Buatan & Agen Rasional
  2. Classification: Decision Tree
  3. Classification: k-NN
  4. Praktik Klasifikasi
  5. Classification: Neural Networks
  6. Regression: Linear
  7. Evaluation Metrics
  8. Regression: Non-linear
  9. Clustering: k-Means
  10. Praktik Regresi & Clustering
  11. Ensemble Learning
  12. Searching: Uninformed Search
  13. Searching: Informed Search
  14. Local Search & Optimization: Hill Climbing

=== UTS ===

  1. Search: Uninformed Search & Dynamic Programming
  2. Search: Informed Search
  3. Search: Genetic Algorithm
  4. MDP: Markov Decision Processes^
  5. MDP: Value Iteration^
  6. MDP: Reinforcement Learning^
  7. Games: Minimax, Expectimax, Evaluation Functions, Alpha-Beta Pruning^
  8. Games: TD Learning, Game Theory^
  9. Bayes: Bayesian Networks^
  10. Bayes: Hidden Markov Models^
  11. Bayes: Learning Bayesian Networks^
  12. Natural Language Processing
  13. Computer Vision
  14. Kuliah Tamu: Ethical AI

=== UAS ===

^ Materi-materi ini diambil dari Stanford CS221: Artificial Intelligence^^

^^ Link mungkin tidak berfungsi di masa yang akan datang

uai-ai's People

Contributors

aliakbars avatar

Stargazers

avatar avatar avatar avatar avatar

Watchers

avatar avatar avatar

Forkers

khafisss nugnugrawk ditzsins diazadha dimasananda0501 isa96 yesaya03

uai-ai's Issues

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.