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Work in process ...

This repository contains a wide range of my models and tests written on machine learning topics based on TensorFlow / PyTorch and other libraries.

First get the project folder

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

Then any test file can be directly run

python xxxx_test.py

The main dependence is:

• TensorFlow 1.2
• PyTorch 0.12
• Sklearn

中文

• Machine Learning
  • Linear Model
  • Support Vector Machine
  • Ensemble
  • Decomposition
• Deep Learning
  • Multilayer Perceptron
  • Convolutional Network
  • Recurrent Network
  • Autoencoder
  • Highway Network
  • Generative Adversarial Network
• Natural Language Processing
  • Preprocessing
  • Language Model
  • Text Classification
  • Text Generation
  • POS Tagging
  • Segmentation
  • Machine Translation
• Computer Vision
  • OpenCV

• TensorFlow | Linear Regression Model Test |

• TensorFlow | Logistic Regression Model Test |

• Java | Logistic Regression Model Test |

• TensorFlow | Linear SVM Classifier Model Test |

• Java | Linear SVM Classifier Model Test |

• Libsvm | Non-linear SVM Classifier Model Test |

• NumPy | Bagging Classifier Model Test |

• NumPy | Adaboost Classifier Pseudocode Model Test |

• NumPy | Random Forest Classifier Model Test |

• TensorFlow | Non-negative Matrix Factorization Model MovieLens Test |

• TensorFlow | MLP Classifier Model MNIST Test CIFAR10 Test |

• PyTorch | MLP Classifier Model MNIST Test CIFAR10 Test |

• TensorFlow | Conv2D Classifier Model MNIST Test CIFAR10 Test |

• PyTorch | Conv2D Classifier Model MNIST Test CIFAR10 Test |

• TensorFlow | LSTM Classifier Model MNIST Test CIFAR10 Test |

• TensorFlow | LSTM Regressor Model Test Preview |

• PyTorch | LSTM Classifier Model MNIST Test CIFAR10 Test |

• PyTorch | GRU Regressor Model Test |

• TensorFlow | MLP Autoencoder (weights-tied) Model | MNIST Test |

• TensorFlow | Conv2D Autoencoder (weights-tied) Model MNIST Test CIFAR10 Test |

• TensorFlow | MLP Highway Classifier Model MNIST Test |

• TensorFlow | Conv1D Highway Classifier Model IMDB Test |

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

• TensorFlow | DCGAN MNIST Model Test |

• Python | Text Cleaning

• Python | Word Indexing

• Sklearn | LSA Book Titles Test |

• Python | Tri-Gram Amazon Review Test |

• Sklearn | TF-IDF Brown Corpus Test |

• TensorFlow | Word2vec Skip-Gram Model Text8 Test |

• Sklearn | TF-IDF + Logistic Regression IMDB Test |

• TensorFlow | Conv1D Model IMDB Test | Concat Conv1D Model IMDB Test |

• TensorFlow | LSTM Model IMDB Test |

• TensorFlow | Bi-directional LSTM + Attention Model IMDB Test |

• TensorFlow | Conv1D-LSTM Model IMDB Test |

• PyTorch | Conv1D Model IMDB Test |

• PyTorch | LSTM Model IMDB Test |

• PyTorch | Conv1D-LSTM Model IMDB Test |

• Python | 2nd order Markov Model Robert Frost Test |

• TensorFlow | Char-RNN Model Test |

• TensorFlow | CNN-RNN Model Test |

• TensorFlow | LSTM Model CoNLL-2000 Test | Bi-directional LSTM Model CoNLL-2000 Test |

• TensorFlow | Bi-directional LSTM + CRF Model CoNLL-2000 Test |

• PyTorch | LSTM Model CoNLL-2000 Test | Bi-directional LSTM Model CoNLL-2000 Test |

• TensorFlow | LSTM Model ICWB2 Test | Bi-directional LSTM Model ICWB2 Test |

• TensorFlow | Bi-directional LSTM + CRF Model ICWB2 Test |

• PyTorch | LSTM Model ICWB2 Test | Bi-directional LSTM Model ICWB2 Test |

• TensorFlow | Dynamic Seq2Seq Model Test | Dynamic Seq2Seq (Bi-directional Encoder) Model Test |

• OP | Resize

• OP | Rotations

• Segmentation | Contours

• Segmentation | Sorting Contours

• Detection | Face & Eye Detection Using Cascade Classifier

• Detection | Walker & Car Detection Using Cascade Classifier