Kits of AI agent skills, rules and prompts

Super Resolution

keras-io · Kit

Increases the resolution of an image with a Keras super-resolution model in a Gradio page, with two sample pictures included. For photographers, learners and d…

Semi-Supervised Contrastive Learning with SimCLR

keras-io · Kit

Runs an image classifier trained with SimCLR contrastive learning and few labels, from the Keras team, in a Gradio page with example images. For machine learni…

RandAugment for Image Classification

keras-io · Kit

Demonstrates RandAugment, a random data augmentation method for image classification, with a Keras model in a Gradio page and four sample pictures. For machine…

Pixel CNN MNIST

keras-io · Kit

Generates small handwritten-digit images with a PixelCNN model from the Keras team in a Gradio page. For machine learning learners curious about image generati…

Augmenting CNNs with attention-based aggregation

keras-io · Kit

Shows the attention map behind an image classifier's decision, using a CNN with attention-based aggregation trained on ImageNette, in a Gradio page. For machin…

NeRF

keras-io · Kit

Demonstrates a Keras NeRF, a neural radiance field model that learns a 3D scene from pictures, in a Streamlit page. For computer vision learners and 3D graphic…

Zero DCE Low Light Image Enhancement

keras-io · Kit

Brightens dark photos with the Zero-DCE low-light enhancement model from the Keras team in a Gradio page, with sample images included. For photographers and le…

Involution

keras-io · Kit

Runs an image model built with involution layers from the Keras team in a Gradio page, with example images included. For machine learning learners and vision r…

Integrated Gradients

keras-io · Kit

Shows which parts of an image drove a model's prediction, using the integrated gradients method in a Gradio page, with an elephant photo to try. For machine le…

Human Part Segmentation

keras-io · Kit

Labels the parts of a person in a photo, such as limbs and torso, with a DeepLabV3+ model from Keras in a Gradio page, with example images. For learners and co…

Flowers Classification MobileViT

keras-io · Kit

Identifies flower types in a photo with a small MobileViT model from Keras in a Gradio page, with example images included. For machine learning learners and pl…

Deep Dream

keras-io · Kit

Applies the DeepDream effect to a picture with a Keras model in a Gradio page, with a sky photo included to try. For machine learning learners and image hobbyi…

Character LSTM

keras-io · Kit

Runs a character-level LSTM sequence-to-sequence model from the Keras team in a Gradio page, turning input text into output text one character at a time. For m…

ESPNet2 ASR Librispeech word vs bpe tokens

jkang · Kit

Compares three English speech recognition models from one ESPnet2 Conformer setup, using bpe, character and word tokens, in a Gradio page with example audio. F…

ESPNet2 ASR Librispeech Conformer (100h)

jkang · Kit

Transcribes English speech to text with an ESPnet2 Conformer model trained on 100 hours of Librispeech, in a Gradio page with example audio. For speech researc…

Storytelling

jitesh · Kit

Generates stories with GPT-2 in a Streamlit page and uses an emotion classifier model alongside it. For writers, students and developers exploring emotion-awar…

TFM_SimilitudSemantica_Fichero

jfarray · Kit

Compares how close in meaning texts are, using a multilingual BERT model in a Gradio page, with a sample JSON file included. For NLP students and researchers.

Dialogatexto

jcmachicao · Kit

Answers Spanish questions from a text using two named Spanish question answering models in a Streamlit page. For Spanish speakers, students and developers tryi…

Make24

jacklinquan · Kit

Solves make-24 number puzzles in a Gradio page, using a small solver module, for puzzle fans, teachers and students who like arithmetic games.

Practica1 by Jacampo

Jacampo · Kit

Runs a saved image model in a Gradio page, with two example pictures to try. The model file is named for blindness, but the record does not say what it predict…

Mushroom_edibility_classifier

inigosarralde · Kit

Classifies mushroom pictures with a saved CNN model in a Gradio page, with the notebooks for scraping, training and the web app included. A learning project, n…

Zero Shot Nlp Classifier Multi Lang

iamkb · Kit

Sorts text into labels you choose, without training, across languages, using several named zero-shot models in a Gradio page. For analysts, researchers and NLP…

Anime Face Detector

hysts · Kit

Finds anime faces in an image and estimates 28 landmark points on each, in plain PyTorch behind a Gradio page. For artists, dataset builders and machine learni…

Indic Trans

hussain-shk · Kit

Translates English text into Indic languages in a Gradio page, built with inference code, an API folder and a punctuation restoring model. For writers, student…

Inpaint_Me

Huertas97 · Kit

Fills in or repairs chosen parts of an image with inpainting in a Streamlit page, with example images and results included. For photo editors and machine learn…

DeepFilterNet

hshr · Kit

Cleans background noise out of speech audio with DeepFilterNet in a Gradio page, with sample clips included. For anyone tidying voice recordings and for audio…

Tabla Transcriber

HridayKharpude · Kit

Works on tabla audio with a saved model in a Gradio page, with sample recordings named after tabla rhythms. For tabla students and music-tech hobbyists.

Quickdraw

hitchhiker3010 · Kit

Recognizes hand-drawn sketches with a saved model in a Gradio page, for people who want to try a small doodle classifier or study a simple image demo.

HF SHAP

Hellisotherpeople · Kit

Explains how text models reach their outputs with SHAP, on five named models for question answering, translation, emotion, summarization and text generation. F…

HF KeyBERT

Hellisotherpeople · Kit

Pulls keywords out of text with KeyBERT in a Streamlit page, for researchers, students and developers who want to try keyword extraction without writing code.

HF BERTopic

Hellisotherpeople · Kit

Finds topics in a collection of texts with BERTopic in a Streamlit page, for researchers and analysts who want to try topic modeling without writing code.

Gpt2 Home

HamidRezaAttar · Kit

Writes product descriptions with a GPT-2 based model in a Streamlit page, for sellers who want draft copy and developers who want a small text generation demo.

Persian Modernist Poetry Word Cloud

HalflingWizard · Kit

Draws a word cloud of the words a chosen Persian modernist poet uses most, from the Shereno poem dataset, for readers and students of Persian poetry.

Danbooru Tags Transformer V2 with WD Tagger

John6666 · Kit

Labels an image with Danbooru-style tags and writes captions with Florence-2 models. Runs in the browser as a Gradio app, for people who label or caption anime…

free-claude-code

Alishahryar1 · Kit

Routes coding tools such as Claude Code, Codex and Aider to models from many providers, free and local ones included, from a terminal, IDE, phone or browser. A…

qwen-code

QwenLM · Kit

Open-source AI coding agent that works in your terminal, IDE plugins, a desktop app, a web page and chat apps, with sub agents, MCP and many model providers. F…

Jasper-K-27B

ragentile · Kit

Reinforcement-learning tuned model for writing and speeding up GPU kernels, trained from a Qwen base with compile, correctness and timing feedback. For develop…

Qwen3.6-35B-A3B-FP8

Qwen · Kit

Reads text and images and writes text, as an FP8 copy of Qwen3.6-35B-A3B with 3B active parameters. For developers who run coding agents and want a smaller dow…

Qwen3.6-27B

Qwen · Kit

A 27B Qwen model that reads text and images and replies in text, tuned for coding agents and repository-level work, for developers who run it with the transfor…

Qwen3-Embedding-4B

Qwen · Kit

Turns text and code in over 100 languages into vectors for search, retrieval, classification and clustering, with adjustable vector size and task instructions,…

Qwen3-Coder-Next

Qwen · Kit

Works as a coding agent model with 80B total and 3B active parameters and a 256K context. For developers who run agents in CLI and IDE tools and want to host t…

Qwen3-4B-Instruct-2507

Qwen · Kit

Answers chat prompts with a 4B model that skips visible thinking and reads up to 256K tokens of context. For developers who want a small open assistant for rea…

Qwen2.5-Coder-7B-Instruct

Qwen · Kit

Writes, explains and fixes code as a 7B instruction-tuned member of the Qwen2.5-Coder family. For developers who want a capable open coding model that fits on…

Qwen2.5-1.5B-Instruct-GGUF

Qwen · Kit

Gives you the small Qwen2.5 1.5B chat model as GGUF files in eight quantization sizes, for running with llama.cpp on a laptop or modest GPU. For people who wan…

Qwen2.5-1.5B-Instruct

Qwen · Kit

A small 1.5B chat model from Qwen that follows instructions, writes code and math, returns structured output such as JSON and handles over 29 languages. For de…

Qwen3.5-0.8B-weight-space-programming-GGUF

prithivMLmods · Kit

GGUF copies of a small Qwen3.5 0.8B model whose weights were edited directly to reduce reasoning loops. For people who want to run it locally in several quant…

Ornith-1.5-35B-A3B-GSQ-RCO-GGUF

pfeifferj · Kit

Shrinks the Ornith-1.5-35B-A3B text model to 3-bit and 3.5-bit GGUF files, about 13 and 15 GB instead of 69 GB, for people who run local models with llama.cpp.

DeepSeek-V4.1-Flash-1017 Maya GGUF

peasantsmith · Kit

Runs a 748B DeepSeek mixture-of-experts model on a home PC through two GGUF quantizations made for Project Maya. For people with a big-RAM machine and a fast S…

Seshat Agent

PCL-RSI-lab · Kit

Fixes software bugs with a self-improving coding agent that learns reusable reasoning patterns from its own successful runs, for developers and researchers wor…

MiniCPM5-2B-GGUF

openbmb · Kit

Gives you MiniCPM5-2B, a small dense text model for English and Chinese, as GGUF files for on-device and local use. Suits people who want a compact model for c…