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alfred

Controls the start process of the refinery app. Named after Batman's butler Alfred.

automl-docker

CLI-based tool to automatically build ML models from training data into a servable Docker container

bricks

Open-source natural language enrichments at your fingertips.

chatgpt-webinar-entwickler.de

cognition-pdf2md

A PDF to Markdown converter

docs-chatbot-demo

This is a demo of how we can leverage embeddings and LLMs to quickly build a chatbot so you can "chat" with a documentation.

embedders

With embedders, you can easily convert your texts into sentence- or token-level embeddings within a few lines of code. Use cases for this include similarity search between texts, information extraction such as named entity recognition, or basic text classification.

hosting

Only used for documentation

rag-webinar-entwickler.de

refinery

The data scientist's open-source choice to scale, assess and maintain natural language data. Treat training data like a software artifact.

refinery-ac-exec-env

Execution environment for attribute calculation in refinery. Containerized function as a service to build custom attributes derived from the original data.

refinery-authorizer

Evaluates whether a user has access to certain resources.

refinery-common-parent-image

Defines parent image for the Docker images of the refinery services which require the integration of the model and the s3 submodule.

refinery-config

Configuration of refinery. Manages amongst others endpoints and available language models for spaCy.

refinery-doc-ock

Usage statistics collection for refinery. If users allow it, this collects product insight data used to optimize the user experience.

refinery-embedder

Embedder for refinery. Manages the creation of document- and token-level embeddings using the embedders library.

refinery-entry

refinery-entry-handlebars

Login and registration screen for refinery. Implemented via Ory Kratos.

refinery-exec-env-parent-image

Defines parent image for the Docker images of the refinery services which provide an execution environment.

refinery-gateway

Gateway for refinery. Manages incoming requests and holds the workflow logic. To interact with the gateway, the UI or Python SDK can be used.

refinery-gateway-proxy

Gateway proxy for refinery. Manages incoming requests and forwards them to the gateway. Used by the Python SDK.

refinery-lf-exec-env

Execution environment for labeling functions in refinery. Containerized function as a service to execute user-defined Python scripts.

refinery-mini-parent-image

Defines parent image for the Docker images of the refinery services with the smallest set of requirements.

refinery-ml-exec-env

Execution environment for the active learning module in refinery. Containerized function as a service to build active learning models using scikit-learn and sequence-learn.

refinery-neural-search

Neural search for refinery. Manages similarity search powered by Qdrant and outlier detection, both based on vector representations of the project records.

refinery-next-parent-image

refinery-parent-images

refinery-python-sdk

Official Python SDK for Kern AI refinery.

refinery-record-ide-env

Execution environment for the record IDE in refinery. Containerized function as a service to build record-specific "quick-and-dirty" code snippets for exploration and debugging.