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### Running the Package with Docker
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To save time on installation, you can use a pre-built Docker image to run the package:
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You can also use a pre-built Docker image to run the package:
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```bash
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docker run -it ghcr.io/kamalsaleh/gradient-based-learning-for-cap-docker:latest
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```
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This will install the computer algebra system Gap and all other dependencies in an isolated container environment.
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This will install the computer algebra system GAP and all other dependencies in an isolated container environment.
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### Introduction
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This package is an implementation of the ideas presented in the paper [Deep Learning with Parametric Lenses](https://arxiv.org/abs/2404.00408) using the categorical programming language offered by the [CAP](https://github.com/homalg-project/CAP_project) project. The following is a brief overveiw of the operations offered by this repository.
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