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Stefan Welcker's Projects

amis-admin-theme-editor icon amis-admin-theme-editor

Theme-Editor for the fastapi-amis-admin. Allows to add custom css styles and to apply theme --vars change on the fly.

cmd.csp.classifier icon cmd.csp.classifier

Simple implementation of text classifier in Java with built in SVM, C4.5, kNN, and naive Bayesian classifiers. Support for common text preprocessors and for CVS format. You can plugin your own classifier, tokenizer, transformer, stopwords, synonyms, and TF-IDF formula etc. Supports automatic validation and confusion matrix.

cmd.csp.postagger icon cmd.csp.postagger

A robust and easy-to-use toolkit for POS (Part of Speech; NLP) tagging. It's approach is to automatically construct tagging rules in the form of a binary tree. Supports pre-trained UPOS, XPOS tagging models for about 80 languages.

cmd.csp.similarity icon cmd.csp.similarity

A library implementing different string similarity and distance measures for ease of use. A dozen of algorithms (including Levenshtein edit distance and sibblings, Jaro-Winkler, Longest Common Subsequence, cosine similarity etc.) are currently implemented.

cmd.csp.stemmer icon cmd.csp.stemmer

Simple implementation of Snowball Stemmer (http://snowballstem.org/) in Java with Stemmers for 20+ languages. Helpful to reduce tokens to their core syntax esp. when processing them in Machine Learning Models (ML). (Natural Language Processing) features.

concise-concepts icon concise-concepts

This repository contains an easy and intuitive approach to few-shot NER using most similar expansion over spaCy embeddings. Now with entity scoring.

fastapi_amis_admin icon fastapi_amis_admin

FastAPI-Amis-Admin is a high-performance, efficient and easily extensible FastAPI admin framework. Inspired by django-admin, and has as many powerful functions as django-admin.

fastapi_config icon fastapi_config

FastAPI-Config is a visual dynamic configuration management extension based on FastAPI-Amis-Admin.

fastapi_scheduler icon fastapi_scheduler

FastAPI-Scheduler is a simple scheduled task management FastAPI extension based on APScheduler.

fastapi_user_auth icon fastapi_user_auth

FastAPI-User-Auth is a simple and powerful FastAPI user RBAC authentication and authorization library. Based on FastAPI-Amis-Admin and provides a freely extensible visual management interface.

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