Top 28 mlflow open source projects

Open source platform for the machine learning lifecycle

✭ 10,898

python javascript java r scala CSS machine-learning ai ml apache-spark model-management mlflow

Natural Language Processing Best Practices & Examples

✭ 5,783

python c deep-learning machine-learning nlp natural-language-processing best-practices text-classification text pretrained-models natural-language-understanding nlu natural-language natural-language-inference sota transfomer nli azure-ml mlflow

Koalas

Koalas: pandas API on Apache Spark

✭ 3,044

python shell data-science spark pandas big-data dataframe pydata mlflow

papermill-mlflow

🧪 Simple data science experimentation & tracking with jupyter, papermill, and mlflow.

✭ 89

Jupyter Notebook python jupyter experimentation papermill mlflow

one-click-mlflow

A tool to deploy a mostly serverless MLflow tracking server on a GCP project with one command

✭ 46

HCL shell Makefile Open Policy Agent Dockerfile docker serverless terraform gcp mlflow

pywedge

Makes Interactive Chart Widget, Cleans raw data, Runs baseline models, Interactive hyperparameter tuning & tracking

✭ 49

Jupyter Notebook python charts regression interactive-charts classification baseline preprocessing dataframe baseline-model mlflow tracking-hyperparameters

MLOps

MLOps template with examples for Data pipelines, ML workflow management, API development and Monitoring.

✭ 28

python shell minio mlops mlflow fastapi dagster

dvc dask use case

A use case of a reproducible machine learning pipeline using Dask, DVC, and MLflow.

✭ 22

python setup guide example dask usecase dvc mlflow mlflow-tracking-server

mlf-core

CPU and GPU deterministic and therefore fully reproducible machine learning pipelines using MLflow.

✭ 32

python Makefile template reproducible gpu machinelearning deterministic hacktoberfest artificialintelligence mlflow

five-minute-midas

✭ 41

python heroku flask machine-learning scikit-learn pandas sqlite3 mlflow streamlit

crane

Crane is a easy-to-use and beautiful desktop application helps you build manage your container images.

✭ 223

typescript Less javascript HTML CSS docker aws gui container desktop ecr containerization container-image mlops mlflow primehub

deep autoviml

Build tensorflow keras model pipelines in a single line of code. Now with mlflow tracking. Created by Ram Seshadri. Collaborators welcome. Permission granted upon request.

✭ 98

python data-science machine-learning deep-learning tensorflow keras gcp automl tpot mljar mlflow autokeras tensorflow2 pycaret

mlops-platforms

Compare MLOps Platforms. Breakdowns of SageMaker, VertexAI, AzureML, Dataiku, Databricks, h2o, kubeflow, mlflow...

✭ 293

data-science machine-learning knime pachyderm databricks datarobot azureml h2oai dataiku seldon iguazio sagemaker kubeflow mlops mlflow google-ai-platform

neptune-mlflow

Neptune integration with MLflow

✭ 27

python Makefile platform data-science machine-learning reinforcement-learning deep-learning machine-learning-platform mlflow neptune-platform mlflow2 neptune-mlflow neptune-community-spectrum mlflow-neptune

ml-pipeline

Using Kafka-Python to illustrate a ML production pipeline

✭ 90

Jupyter Notebook python machine-learning hyperparameter-optimization lightgbm hyperopt kafka-python mlflow

mlflow-docker

Ready to run docker-compose configuration for ML Flow with Mysql and Minio S3

✭ 146

python shell Dockerfile docker ai s3 ml minio mlflow mlflow-tracking-server mlflow-docker

lightning-hydra-template

PyTorch Lightning + Hydra. A very user-friendly template for rapid and reproducible ML experimentation with best practices. ⚡🔥⚡

mlflow-tracking-server

MLFLow Tracking Server based on Docker and AWS S3

✭ 59

shell python Dockerfile docker aws demo machine-learning ui sqlite aws-s3 docker-image sqlite-database s3-bucket aws-cli databricks mlflow docker-file mlflow-tracking-server

cartpole-rl-remote

CartPole game by Reinforcement Learning, a journey from training to inference

✭ 24

python Makefile shell machine-learning reinforcement-learning qlearning tensorflow keras kubernetes-cluster pytorch artificial-intelligence cartpole keras-neural-networks seldon polyaxon kubeflow seldon-core mlops mlflow

k3ai

A lightweight tool to get an AI Infrastructure Stack up in minutes not days. K3ai will take care of setup K8s for You, deploy the AI tool of your choice and even run your code on it.

✭ 105

go Makefile shell devops machine-learning airflow artificial-intelligence datascience infrastructure-as-code notebooks kubeflow mlops mlflow

mlflow tutorial

Managing machine learning life-cycle with MLflow tutorial

✭ 21

Jupyter Notebook data-science machine-learning lifecycle mlflow

incremental training

Repo that relates to the Medium blog 'Keeping your ML model in shape with Kafka, Airflow' and MLFlow'

✭ 110

python Dockerfile docker data-science airflow kafka docker-compose keras incremental-learning mlflow

comet-for-mlflow

Comet-For-MLFlow Extension

✭ 48

python datascience machinelearning machine-learning-platform comet-ml data-science-python mlflow data-science-machine-learning ml-flow-github mlflow-python mlflow-databricks

mlflow-gocd

GoCD plugins to work with MLFlow as model repository in a CD flow

✭ 26

java scala HTML shell machine-learning continuous-delivery gocd mlflow

fuseml

FuseML aims to provide an MLOps framework as the medium dynamically integrating together the AI/ML tools of your choice. It's an extensible tool built through collaboration, where Data Engineers and DevOps Engineers can come together and contribute with reusable integration code.

scene-recognition-pytorch1.x

Evaluate wandb, tensorboard, neptune, mlflow, etc

✭ 37

python shell deep-learning model-zoo neptune pytorch mlops mlflow wandb

domino-research

Projects developed by Domino's R&D team

✭ 74

python typescript Jupyter Notebook shell HCL Dockerfile data-science sagemaker mlops mlflow

event extract master

支持百度竞赛数据的中文事件抽取，支持ace2005数据的英文事件抽取，本人将苏神的三元组抽取算法中的DGCNN改成了事件抽取任务，并将karas改成了本人习惯使用的pytorch，在数据加载处考虑了各种语言的扩展

✭ 43

python django pytorch multi-language mlflow dgcnn event-extract

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