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.

A sentiment analysis classifier for short texts in Python

Vectorization of persistence diagrams and approximate Wasserstein distance

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

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

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

Vectorize any image and download as SVG.

A support vector machine based topic classifier for Nepali text

Experimenting Weaviate vector database with OpenAI vectorizer module and generative search

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.

URL Based Spam Classification Using Machine Learning

📝 Topic Modeling in Python with NLTK and Gensim

(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.

To find the top 20 features for a set of documents given.

Convert raster image to SVG, create icons and icon sheets.

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.