datarootsio/ml-skeleton-py

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Python
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MIT License
Created over 4 years ago
Updated about 3 years ago

datarootsio/ml-skeleton-py

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A best-practices first project template that allows you to get started on a new machine learning project.

NOTE: This is a best-practices first project template that allows you to get started on a new machine learning project. For more info on how to use it check out HOWTO.md. Feel free to use it how it suits you best 🚀

`PROJECT NAME`

project for: client name

Objective

ADD OBJECTIVE OF CASE

Explorative results

SHORT SUMMARY AND LINK TO REPORT

Modelling results

SHORT SUMMARY AND LINK TO REPORT

Usage

ADD EXPLANATION

Configuration

RELEVANT INFO ON CONFIGURATION

Deploy

RELEVANT INFO ON DEPLOYMENT

copyright by your company main developer developer_name (developer email)

cheek

cheek: a pico-sized declarative job scheduler

databooks

A CLI tool to reduce the friction between data scientists by reducing git conflicts removing notebook metadata and gracefully resolving git conflicts.

artyfarty

ggplot2 theme + palette presets

tf-profile

CLI tool to profile Terraform runs, written in Go

tutorial-face-mask-detection

In this project, we develop a pipeline to detect unmasked faces in images. This can, for example, be used to alert people that do not wear a mask when entering a building.

Jupyter Notebook

terraform-aws-ecs-airflow

A terraform module that creates an airflow instance in AWS ECS.

fresh-coffee-listener

Using a raspberry pi, we listen to the coffee machine and count the number of coffee consumption

prefect-dbt-flow

prefect integration for running dbt

tutorial-great-expectations

A tutorial for the Great Expectations library.

Jupyter Notebook

terraform-module-azure-datalake

Terraform module for an Azure Data Lake

tutorial-streamlit-demo

tutorial-mlops

MLOps exercise material.

Jupyter Notebook

bikefitting

Graduation project of the rootsacademy: A bikefitting application consisting of a website where users can upload a short video of themselves on a bike trainer and will receive a recommendation to either move the bike saddle up or down.

terraform-module-kubeflow

Kubeflow deployment purely in Terraform

expiring-lru-cache

LRU caching with expiration period.

terraform-aws-ecs-dagster

A terraform module that deploys Dagster to AWS, using ECS.

terraform-module-kubernetes-application

Terraform module for a kubernetes application

.github

🚀 Get started in our repos

python-minimal-boilerplate

Some minimal Python boilerplate.

github-stats-card

⭐️ a minimal but inclusive github stats badge ⭐️

dbt-fabric

skeleton-pyspark

A best-practices first project template that allows you to get started on a new pyspark project

terraform-provider-kubeflowpipelines

Terraform provider for Kubeflow pipelines API

deploy-spark-streaming-ml

notion-dbs-data-quality

Using Great Expectations and Notion's API, this repo aims to provide data quality for our databases in Notion.

anomalib-demo

Jupyter Notebook

OsConfig

Bash scrips for Data professionals OS configuration

knowledgebase_guardian

A minimal example to demonstrate how LLM's can assist in detecting contradictions in documents.

phonehome

KISS telemetry for FOSS packages

workshop-image-segmentation-style-transfer

Jupyter Notebook

terraform-module-azure-snowflake

mlflow-emissions-sdk

This package logs the carbon emissions of machine learning models 🌿

rootsstyle

A dataroots inspired style for Matplotlib. Works with any visualization tools that builds upon Matplotlib (seaborn, pandas).

snowflake-ml

Toy use case on how to use Snowflake as a full ML platform.

rootscamp2019-session4

session 4 - building an API assets

terraform-azurerm-aci-dagster

A terraform module that deploys Dagster to Azure.

dbt-fabric-demo

Demo project for dbt-fabric

tutorial-hyperparameter-optimization

Tutorial for Rootlabs@Lunch: Practical Hyperparameter Optimisation

Jupyter Notebook

transforming-tabular-data

Comparing Pandas v. Polars v. PyArrow v. DuckDB 🐼🐻‍❄️🏹🦆

Jupyter Notebook

homebrew-tf-profile

This is a homebrew formulae for tf-profile.