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

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.

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.

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

A Canva Image Editing App that vectorizes a given raster image

Information retrieval engine and machine learning ranking.

Pandas dataframe easy inspection, filtering, transformation: Get label distribution metrics, visualize multilabel columns through Chord diagram, filter label occurring less than a threshold, one-liner text/monolabel/multilabel columns vectorization, and many more to come.

This is a Python-based spam detection system that uses machine learning to classify messages as spam or not spam (ham). The system connects to a MySQL database for training data, uses TF-IDF vectorization for text processing, and employs logistic regression for classification.

Sentiment Analysis

Email Spam Detector - Machine Learning Model (Dockerized) that classifies messages as spam or not spam using a trained Naive Bayes model. The model is built using scikit-learn and is packaged inside a Docker container for easy deployment and usage.

PNG, JPG -> SVG Converter(OpenCV): Transform your PNG and JPG images into clean, scalable vector graphics with intelligent color reduction and transparency support.

Practice Rust by making Vectorizer

Natural Language Processing

Using term frequency-inverse document frequency (tf-idf) to analyze an article’s content.