Machine-Learning-Basic-Codes🏆

朱子云:

所谓致知在格物者,言欲致吾之知,在即物而穷其理也。盖人心之灵,莫不有知,而天下之物,莫不有理。惟于理有未穷,故其知有不尽也。是以大学始教,必使学者即凡天下之物,莫不因其已知之理而益穷之,以求至乎其极。至于用力之久,而一时豁然贯通焉,则众物之表里精粗无不到,而吾心之全体大用无不明矣。

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本代码库通过 sklearn 标准机器学习库以及自己编写的类两种方式,实现了基本的机器学习算法。

  • Common Machine Learning Part: 通过更改主函数中的 use_sklearn flag 即可切换;

  • Deep Learning Part: use_sklearn, use_keras, use_torch以及 Self-implement 四种实现方式;

  • Applications Part: RL + NLP + CV

关联知乎专栏 Associated Zhihu Blog

RL in Robotics

Machine Learning 格物志

代码目录 Code Catalog

Regression

  1. Single Linear Regression

  2. Multiple Linear Regression

Classification

  1. Logistic Regression

  2. KNN

  3. Support Vector Machine

  4. Naive Bayes

Regression & Classification

  1. Decision Tree

  2. Random Forest

Neural Network

  1. Feedforward Neural Network

  2. Convolutional Neural Network

  3. LSTM

Unsupervised Learning

  1. PCA

  2. K-Means

Ensemble Model

  1. Boosting

Reinforcement Learning

  1. Value Based Methods: Q-learning(Tabular), DQN

  2. Policy Based Methods: Vanilla Policy Gradient, TRPO, PPO

  3. Actor-Critic Structure: AC, A2C, A3C

  4. Deep Deterministic Policy Gradient: DDPG, DDPG C++ (Undone), TD3

  5. Soft Actor-Critic

Computer Vision

  1. GAN

  2. Resnet: Pytorch version, libtorch C++ version

Natural Language Processing

  1. Transformer

  2. BERT

Machine Learning Is All You Need

🔥🌟《Machine Learning 格物志》: ML + DL + RL basic codes and notes by sklearn, PyTorch, TensorFlow, Keras & the most important, from scratch!💪 This repository is ALL You Need!

Machine Learning Is All You Need Info

⭐ Stars 188
🔗 Source Code github.com
🕒 Last Update 2 months ago
🕒 Created a year ago
🐞 Open Issues 0
➗ Star-Issue Ratio Infinity
😎 Author Skylark0924