Giter VIP home page Giter VIP logo

fai's Introduction

Foundation of Aritificial Intelligence

  • Homework and final project of Foundation of Artificial Intelligence, Spring 2024, National Taiwan University.

HW1 and HW2 is from UC Berkeley Pacman Project

HW1 - Search:

  • Students implement depth-first, breadth-first, uniform cost, and A* search algorithms. These algorithms are used to solve navigation and traveling salesman problems in the Pacman world.

HW2 - Multi-agent Search:

  • Classic Pacman is modeled as both an adversarial and a stochastic search problem. Students implement multiagent minimax and expectimax algorithms, as well as designing evaluation functions.

HW3 and HW4 is for Machine Learning Part of the course

HW3 - Linear Model, Decision Tree, and Random Forest

  • The goal of this programming part is to implement a supervised machine learning pipeline from scratch, which includes preprocessing, training, and evaluation of linear and nonlinear models on a given dataset.
  • Apply this pipeline to a classification task and a regression task.
  • Including preprocessing, models, training, and evaluation.
  • Dataset: Iris dataset for classification and Boston Housing dataset for regression.

HW4 - Implement PCA, Autodecoder, DenosingAutoencoder

  • With different observation of these 3 models
    • Reconstruct images.
    • Different Eigenvectors of PCA
    • Different Architecture of DenosingAutoencoder
    • Different Optimizers
    • Observation of loss history

fai's People

Contributors

bai1026 avatar

Stargazers

mikeshinoda avatar

Watchers

Kostas Georgiou avatar  avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.