Developer friendly Natural Language Processing ✨

DrawingBotV3 is a software for converting images into vector art

Potrace based multi-colored raster to vector tracer. Inputs PNG/JPG returns SVG

Set of vectorizers that extract keyphrases with part-of-speech patterns from a collection of text documents and convert them into a document-keyphrase matrix.

Vectorization of persistence diagrams and approximate Wasserstein distance

A sentiment analysis classifier for short texts in Python

A Swift package that recreates images using geometric primitives, outputting them as SVG files

Weaviate's own language vectorizer, which allows for semantic context-based searches in Weaviate

Vectorization of clean line-art raster images using an encoder-decoder model.

Repository for the lectures taught in the course named "Natural Language Processing" at the University of Guilan, Department of Computer Engineering.

Vectorize any image and download as SVG.

Convert logical formulas and generate their syntax trees as vector images in SVG format. Structuralize pure C-N formulas, pure D-proofs, and index-based summaries of pure D-proofs into a universal representation that is based on the Standard Galactic Alphabet and digits of the Alteran language of the Stargate franchise.

A java based vectorization software which takes a raster image as input and convert it to a vector format. vector image stores as a SVG graphics.

A support vector machine based topic classifier for Nepali text

Experimenting Weaviate vector database with OpenAI vectorizer module and generative search

URL Based Spam Classification Using Machine Learning

Agent-native, self-verifying raster→SVG vectorizer + SVG→PNG (CLI + skill). Wraps VTracer/Potrace; auto-routes by image type, curve-smooths to editable SVG, self-verifies via re-rasterization. Agent-customizable flags (--detail, --solid-background, …) turn a user's plain request into the result.

Vecto — Image to Vector. Free, open-source tracer turning PNG and JPG into clean, editable SVG with exact circles, true straight lines and sub-pixel edges. C# .NET 8 WPF app + CLI.

(1) Train large language models to help people with automatic essay scoring. (2) Extract essay features and train new tokenizer to build tree models for score prediction.

This is a golden path (opinionated shortcut) to explore AI from local homelab to PROD using OSS for technological independence and local LLM/SLM for privacy. We explore concepts like AI agents, RAG, LLM/SLM and MCP arch using OSS technologies like Linux, Opentofu, microk8s, DAPR, Ollama, TimescaleDB & pgai Vectorizer, Flask, Chainlit and Python.