Work in process, and there will be more models in the future ...
You are more than welcome to send an email to me (zhedongzheng@outlook.com) in English / Chinese for any suggestion or question, I will try my best to answer as soon as I see it.
First get the project folder
git clone https://github.com/zhedongzheng/finch.git
Then run the test file that you are interested in
python xxxx_test.py
The main dependence is:
Other deep learning projects on GitHub usually have several scripts such as train.py
, model.py
, main.py
and so on. However, personally I'd like to integrate all the functionalities into a single model with fit()
and predict()
interfaces (scikit-learn API style), and then write separate test files for different incoming data. All the code below follow this kind of convention.
-
NumPy | Adaboost Classifier Pseudocode 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 |
-
PyTorch | LSTM Classifier Model MNIST Test CIFAR10 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 |
-
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 | Bi-directional LSTM + Attention Model IMDB Test |
-
Python | 2nd order Markov Model Robert Frost Test |
-
TensorFlow | LSTM Model | POS Tagging Test | Chinese Segmentation Test |
-
TensorFlow | Bi-directional LSTM Model | POS Tagging Test | Chinese Segmentation Test |
-
TensorFlow | Bi-directional LSTM + CRF Model | POS Tagging Test | Chinese Segmentation Test |
-
PyTorch | LSTM Model | POS Tagging Test | Chinese Segmentation Test |
-
PyTorch | Bi-directional LSTM Model | POS Tagging Test | Chinese Segmentation Test |
-
OP | Resize
-
OP | Rotations
-
Segmentation | Contours
-
Segmentation | Sorting Contours
-
Detection | Face & Eye Detection Using Cascade Classifier
-
Detection | Walker & Car Detection Using Cascade Classifier