transformers

Run Vision LLMs, TTS and STT APIs. Website and API for https://text-generator.io

Inverse DALL-E for Optical Character Recognition

Train YOLO + VLM with one command. Auto-generate vision-language training data from YOLO labels - no extra labeling needed.

CodeSwitch is a NLP tool, can use for language identification, pos tagging, name entity recognition, sentiment analysis of code mixed data.

Building a model to recognize incentives for landscape restoration in environmental policies from Latin America, the US and India. Bringing NLP to the world of policy analysis through an extensible framework that includes scraping, preprocessing, active learning and text analysis pipelines.

One GPU. Full LLM workflow. Real benchmarks. No cloud required.

The code to finetune SAM with bounding box prompt for segmentation of the lungs on CT

Fine-tuning Large Language Models (LLMs) for Text Classification Task

A Word Level Transformer layer based on PyTorch and 🤗 Transformers.

Fine-tuned Qwen2-VL-7B for LaTeX OCR using LoRA and Unsloth on the LaTeX OCR dataset. Built augmentation pipeline (rotation, noise, contrast jitter), ran LoRA rank sweep (r=8/16/32), and evaluated across CER, Token F1, BLEU-4, and Exact Match. Deployed as a Gradio Space with live metric computation.

This repository shows various ways of deploying a vision model (TensorFlow) from 🤗 Transformers.

A collection of Danish Transformers

Un framework in Italiano ed Inglese, che permette di chattare con i propri documenti in RAG, anche multimediali (audio, video, immagini e OCR). It is an Italian and English framework, which allows you to chat with your documents in RAG, including multimedia (audio, video, images and OCR).

ML web service on FastAPI

Website for the Natural Language Processing with Transformers book

No Parameters Left Behind: Sensitivity Guided Adaptive Learning Rate for Training Large Transformer Models (ICLR 2022)

MediBeng Whisper Tiny improves doctor-patient transcription by training the Whisper Tiny model to translate mixed Bengali-English speech into English, making it easier for analysis, record-keeping, and using AI in healthcare.

A Bert2Bert model which able to summarize articles!

RoBERTa Marathi Language model trained from scratch during huggingface 🤗 x flax community week

Publication-quality LLM architecture figures from config.json — Raschka-style towers, diffs, posters, VRAM math. No weights needed.