zaczou / finch

Lots of My (Machine Learning) Implementations based on TensorFlow / PyTorch (Keep Updating)

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finch is a project that contains the collection of my implementations on machine learning (models + tests) mainly based on TensorFlow and PyTorch

I am actively responsible for this project, and there will be more models in the future ...

You are more than welcome to send an email to me in English / Chinese for any suggestion or question, I will try my best to answer as soon as I see it

Installation

The following command downloads the whole project, however it is large. It is recommended to manually download the files (you need)

git clone https://github.com/zhedongzheng/finch.git

Any test file can be run directly

python xxxx_test.py

The main dependence is:

Other Language Support

中文

Style of My Code

I write each model as a single Class with fit() and predict() methods (scikit-learn API style), and then write separate test files for different incoming data. All the code below follow this style.

Contents

Machine Learning

Linear Model

  • TensorFlow   |   Linear Regression     Model     Test   |  

  • TensorFlow   |   Logistic Regression     Model     Test   |  

  • TensorFlow   |   SVM (Linear) Classifier     Model     Test   |  

  • Java   |   Logistic Regression     Model     Test   |  

  • Java   |   SVM (Linear) Classifier     Model     Test   |  

Ensemble

  • Python   |   Bagging Classifier     Model     Test   |  

  • Python   |   Adaboost Classifier     Pseudocode     Model     Test   |  

  • Python   |   Random Forest Classifier     Model     Test   |  

Deep Learning

Multilayer Perceptron

Convolutional Network

Recurrent Network

Autoencoder

Highway Network

  • TensorFlow   |   MLP Highway Classifier     Model     MNIST Test   |  

  • TensorFlow   |   Conv1D Highway Classifier     Model     IMDB Test   |  

Generative Adversarial Network

  • TensorFlow   |   MLP GAN     Model     Test   |   MLP Conditional GAN     Model     Test   |  

  • TensorFlow   |   DCGAN     MNIST     Model     Test     Result   |  

Reinforcement Learning

Policy Gradient

  • TensorFlow   |   CartPole     Model     Test   |  

Natural Language Processing

Text Preprocessing

Language Model

  • Python   |   Latent Semantic Analysis     Wiki     Model     Test   |  

  • Python   |   TF-IDF     Test     Result   |  

  • TensorFlow   |   Word2vec (Skip-Gram)     Model     Test   |  

Text Classification

Text Generation

Sequence Labelling

Sequence to Sequence

  • TensorFlow   |   Dynamic Seq2Seq     Model     Sorting Test   |  

  • TensorFlow   |   Dynamic Seq2Seq + Bi-directional Encoder     Model     Sorting Test   |  

  • TensorFlow   |   Dynamic Seq2Seq + Attention     Model     Sorting Test   |  

  • TensorFlow   |   Dynamic Seq2Seq + Beam-Search Decoder     Model     Sorting Test   |  

  • TensorFlow   |   Ultimate: Bi-directional Encoder + Attention + Beam-Search Decoder     Model     Sorting Test   |  

Information Retrieval

Recommender System

Computer Vision

OpenCV

About

Lots of My (Machine Learning) Implementations based on TensorFlow / PyTorch (Keep Updating)


Languages

Language:Jupyter Notebook 64.7%Language:Python 34.3%Language:Java 1.0%