Pinned Repositories
a-guide-to-mlops
A simple yet complete guide to MLOps tools and practices - from a conventional way to a modern approach of working with ML projects.
common-code
This repo contains the common code between services and the core engine. It is installed as a python package.
core-engine
The core engine orchestrating all the Swiss AI Center services.
create-a-new-service-generic-template
This repository contains the Python + FastAPI template to create a service without a model or from an existing model.
create-a-new-service-model-from-scratch-template
This repository contains the Python + FastAPI template to create a service with a model built from scratch.
djl-image-sam-example
Djl interface adapter to SAM
documentation
The Swiss AI Center project documentation.
giscup2023-deepLabV3Plus
GISCUP 2023 submission
mdwrap
A python based markdown line wrapper
pytorch-license-plate-with-mlops
Using MLOps with PyTorch to train a Swiss license plate detector
Swiss AI Center's Repositories
swiss-ai-center/a-guide-to-mlops
A simple yet complete guide to MLOps tools and practices - from a conventional way to a modern approach of working with ML projects.
swiss-ai-center/core-engine
The core engine orchestrating all the Swiss AI Center services.
swiss-ai-center/mdwrap
A python based markdown line wrapper
swiss-ai-center/giscup2023-deepLabV3Plus
GISCUP 2023 submission
swiss-ai-center/common-code
This repo contains the common code between services and the core engine. It is installed as a python package.
swiss-ai-center/create-a-new-service-generic-template
This repository contains the Python + FastAPI template to create a service without a model or from an existing model.
swiss-ai-center/documentation
The Swiss AI Center project documentation.
swiss-ai-center/pytorch-license-plate-with-mlops
Using MLOps with PyTorch to train a Swiss license plate detector
swiss-ai-center/average-shade-service
Service that returns the average shade of an image.
swiss-ai-center/chatbot-ollama-service
Web interface to chat with LLMs served by ollama
swiss-ai-center/create-a-new-service-model-from-scratch-template
This repository contains the Python + FastAPI template to create a service with a model built from scratch.
swiss-ai-center/doodle-service
This service will analyse a black and white doodle and guess what have been drawn.
swiss-ai-center/ai-days-website
Repository containing the website for the AI Days
swiss-ai-center/class-rebalancing-service
This service uses rebalances a dataset based on a target class, it combines oversampling (SMOTE) and undersampling (ENN) to be more generalizable. In order for the service to work your dataset label column must be called "target". Finally, avoid having multiple empty lines at the end of the file.
swiss-ai-center/classification-benchmark-service
This service benchmarks a dataset with various models and outputs the results sorted by accuracy. In order for the service to work your dataset label column must be called "target". Also to improve the results you may want to remove uneccessary columns from the dataset. Finally, avoid having multiple empty lines at the end of the file.
swiss-ai-center/document-vectorizer-service
Service to vectorize documents into a FAISS vectorstore.
swiss-ai-center/face-analyzer-service
Service that analyzes the faces in images.
swiss-ai-center/face-detection-service
Service that detects faces in images and returns the coordinates of the bounding boxes.
swiss-ai-center/gradcam-service
GradCAM XAI service
swiss-ai-center/hugging-face-image-to-text-service
The service is used to query image-to-text AI models from the Hugging Face inference API.
swiss-ai-center/hugging-face-service
A service that uses the Hugging Face inference API to directly query AI models
swiss-ai-center/hugging-face-text-to-audio-service
The service is used to query text-to-audio AI models from the Hugging Face inference API.
swiss-ai-center/hugging-face-text-to-image-service
The service is used to query text-to-image AI models from the Hugging Face inference API.
swiss-ai-center/hugging-face-text-to-text-service
The service is used to query text-to-text AI models from the Hugging Face inference API.
swiss-ai-center/image-draw-bounding-boxes
Draws bounding boxes on an image. The image and the boxes coordinates are given as parameters, the output is a new image in the same format as the input.
swiss-ai-center/pdf-extractor-service
PDF extraction
swiss-ai-center/planet-recognition-service
A dummy service demonstrating how to integrate MLOps guide tools (BentoML)
swiss-ai-center/summarization-service
This service uses langchain and LLMs to create summaries of documents.
swiss-ai-center/text-recognition-ocr-service
Service that performs optical text recognition (OCR) on animage and returns a JSON file with the detected text and bounding boxes,
swiss-ai-center/urban-sound-classifier