photon-ml

Laion is a non-profit organization providing open access to large-scale machine learning datasets, tools, and models. It aims to democratize machine learning research and promote environment-friendly resource utilization. Laion offers resources like the LAION-400M and Re-LAION 5B datasets.

causalml is a Python package for uplift modeling and causal inference. It utilizes machine learning algorithms to estimate treatment effects. The tool is designed to help data scientists and researchers. It supports various methods for causal analysis and experimentation.

BayesFlow is a Python library for efficient Bayesian modeling with deep learning. It provides a user-friendly API for amortized Bayesian workflows. It offers a rich collection of neural network architectures. BayesFlow supports multiple backends via Keras3, including PyTorch, TensorFlow, and JAX.

Nimfa is a Python module providing various algorithms for nonnegative matrix factorization. It is designed for tasks such as data analysis and feature extraction. Nimfa is distributed under the BSD license. It supports a range of methods for matrix factorization.

TextGrocery is a short-text classification tool based on LibLinear. It is designed for efficient text categorization. The tool supports Chinese tokenization using Jieba. TextGrocery is suitable for classifying news titles and other short-form content.

Chinese-Text-Classification-Pytorch is a toolkit for Chinese text classification using PyTorch. It includes implementations of various models like TextCNN, TextRNN, FastText, and Transformer. The toolkit is designed to be easy to use and ready to deploy for various text classification tasks. It supports character-level input and pre-trained word vectors.