There are some basic arithmatic in Pattern Recognization and Machine Learning writed in Python in this repository

Overview

Pattern_Recognization_and_Machine_Learning

There are some basic arithmatics in Pattern Recognization and Machine Learning writted in Python in this repository

这其中的内容其实是一个课程的课程作业:
学院:华中科技大学人工智能与自动化学院
课程:模式识别与机器学习

这里面包含的算法有

  1. PLA
  2. Pocket
  3. 梯度下降
    • Linear regression (parsing_and_iteration)
    • Adagram
    • RMS
    • Momentum
    • Adam
    • Random linear regression
  4. Fisher
  5. Logistic
  6. SVM
    • Primer SVM
    • Duel SVM
    • Kernel SVM
  7. OAO
  8. softmax
  9. neural network
  10. LeNet

  • I am sorry to tell you that I only upload the .py files that I wrote because the whole envirnment (including all the needed packages, such as pytorch and numpy) is too big for git to upload. I haven't found the method to copy with this problem. If one day I find the method, I'll upload my whole envirnment.
  • But don't worry, because you can put the .py files in your own envirnment and the Pycharm will guide you to donwload the packages you need.
Machine Learning algorithms implementation.

Machine Learning Algorithms Machine Learning algorithms implementation. What can I find here? ML Algorithms KNN K-Means-Clustering SVM (MultiClass) Pe

David Levin 1 Dec 10, 2021
Repository for Comparison based sorting algorithms in python

Repository for Comparison based sorting algorithms in python. This was implemented for project one submission for ITCS 6114 Data Structures and Algorithms under the guidance of Dr. Dewan at the Unive

Devashri Khagesh Gadgil 1 Dec 20, 2021
Policy Gradient Algorithms (One Step Actor Critic & PPO) from scratch using Numpy

Policy Gradient Algorithms From Scratch (NumPy) This repository showcases two policy gradient algorithms (One Step Actor Critic and Proximal Policy Op

1 Jan 17, 2022
A custom prime algorithm, implementation, and performance code & review

Colander A custom prime algorithm, implementation, and performance code & review Pseudocode Algorithm 1. given a number of primes to find, the followi

Finn Lancaster 3 Dec 17, 2021
Path tracing obj - (taichi course final project) a path tracing renderer that can import and render obj files

Path tracing obj - (taichi course final project) a path tracing renderer that can import and render obj files

5 Sep 10, 2022
Supplementary Data for Evolving Reinforcement Learning Algorithms

evolvingrl Supplementary Data for Evolving Reinforcement Learning Algorithms This dataset contains 1000 loss graphs from two experiments: 500 unique g

John Co-Reyes 42 Sep 21, 2022
Algorithms and data structures for educational, demonstrational and experimental purposes.

Algorithms and Data Structures (ands) Introduction This project was created for personal use mostly while studying for an exam (starting in the month

50 Dec 06, 2022
Fedlearn algorithm toolkit for researchers

Fedlearn algorithm toolkit for researchers

89 Nov 14, 2022
Apriori - An algorithm for frequent item set mining and association rule learning over relational databases

Apriori Apriori is an algorithm for frequent item set mining and association rul

Mohammad Nazari 8 Jan 10, 2022
Evol is clear dsl for composable evolutionary algorithms that optimised for joy.

Evol is clear dsl for composable evolutionary algorithms that optimised for joy. Installation We currently support python3.6 and python3.7 and you can

GoDataDriven 178 Dec 27, 2022
A selection of a few algorithms used to sort or search an array

Sort and search algorithms This repository has some common search / sort algorithms written in python, I also included the pseudocode of each algorith

0 Apr 02, 2022
All Algorithms implemented in Python

The Algorithms - Python All algorithms implemented in Python (for education) These implementations are for learning purposes only. Therefore they may

The Algorithms 150.6k Jan 03, 2023
Code for generating alloy / disordered structures through the special quasirandom structure (SQS) algorithm

Code for generating alloy / disordered structures through the special quasirandom structure (SQS) algorithm

Bruno Focassio 1 Nov 10, 2021
A collection of design patterns/idioms in Python

python-patterns A collection of design patterns and idioms in Python. Current Patterns Creational Patterns: Pattern Description abstract_factory use a

Sakis Kasampalis 36.2k Jan 05, 2023
Provide player's names and mmr and generate mathematically balanced teams

Lollo's matchmaking algorithm Provide player's names and mmr and generate mathematically balanced teams How to use Fill the input.json file with your

4 Aug 04, 2022
Slight modification to one of the Facebook Salina examples, to test the A2C algorithm on financial series.

Facebook Salina - Gym_AnyTrading Slight modification of Facebook Salina Reinforcement Learning - A2C GPU example for financial series. The gym FOREX d

Francesco Bardozzo 5 Mar 14, 2022
QDax is a tool to accelerate Quality-Diveristy (QD) algorithms through hardware accelerators and massive parallelism

QDax: Accelerated Quality-Diversity QDax is a tool to accelerate Quality-Diveristy (QD) algorithms through hardware accelerators and massive paralleli

Adaptive and Intelligent Robotics Lab 183 Dec 30, 2022
causal-learn: Causal Discovery for Python

causal-learn: Causal Discovery for Python Causal-learn is a python package for causal discovery that implements both classical and state-of-the-art ca

589 Dec 29, 2022
FLIght SCheduling OPTimization - a simple optimization library for flight scheduling and related problems in the discrete domain

Fliscopt FLIght SCheduling OPTimization 🛫 or fliscopt is a simple optimization library for flight scheduling and related problems in the discrete dom

33 Dec 17, 2022
An NUS timetable generator which uses a genetic algorithm to optimise timetables to suit the needs of NUS students.

A timetable optimiser for NUS which uses an evolutionary algorithm to "breed" a timetable suited to your needs.

Nicholas Lee 3 Jan 09, 2022