experiment-tracking

There are 12 repositories under experiment-tracking topic.

kedro
kedro-org / kedro
Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.
experiment-tracking hacktoberfest kedro machine-learning machine-learning-engineering mlops pipeline python
Language:Python 9407
aimhubio / aim
Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.
python ai data-science data-visualization experiment-tracking machine-learning metadata metadata-tracking ml mlflow mlops pytorch tensorboard tensorflow visualization prompt-engineering
Language:Python 4852
mlrun / mlrun
MLRun is an open source MLOps platform for quickly building and managing continuous ML applications across their lifecycle. MLRun integrates into your development and CI/CD environment and automates the delivery of production data, ML pipelines, and online applications.
data-engineering data-science experiment-tracking kubernetes machine-learning mlops mlops-workflow model-serving python workflow
Language:Python 1319
optscale
hystax / optscale
FinOps and MLOps platform to run ML/AI and regular cloud workloads with optimal performance and cost.
aws azure devops gcp kubernetes cost-optimization finops mlops ml cloud-cost cloud-cost-intelligence cloud databricks mlflow s3-optimization data-science experiment-tracking paas-instrumentation paas-profiling
Language:Python 1019
kedro-viz
kedro-org / kedro-viz
Visualise your Kedro data and machine-learning pipelines and track your experiments.
data-visualization experiment-tracking hacktoberfest kedro kedro-plugin python react
Language:JavaScript 641
nyanp / nyaggle
Code for Kaggle and Offline Competitions
machine-learning kaggle feature-engineering experiment-tracking ml
Language:Python 289
mandala
amakelov / mandala
A powerful and easy to use Python framework for experiment tracking and incremental computing
data-science experiment-tracking machine-learning incremental-computation
Language:Python 230
scicloj / scicloj.ml
A Clojure machine learning library
classification clojure clustering data-pipeline data-science experiment-tracking hyperparameter-optimization machine-learning nlp regression scicloj
Language:Clojure 200
TUM-DAML / seml
SEML: Slurm Experiment Management Library
utility slurm slurm-workload-manager experiment-tracking hyperparameter-optimization experiment-manager orchestration
Language:Python 164
soundsensing / mlflow-easyauth
Deploy MLflow with HTTP basic authentication using Docker
mlflow mlflow-tracking-server machine-learning experiment-tracking heroku docker google-cloud-storage
Language:Shell 100
G-Research / fasttrackml
Experiment tracking server focused on speed and scalability
ai data-science machine-learning metadata metrics ml visualization apache-spark data-visualization experiment-tracking metadata-tracking mlflow mlflow-tracking-server mlops pytorch tensorboard tensorflow
Language:Go 95
sdk
layerai-archive / sdk
Metadata store for Production ML
machine-learning collaboration data-science data-versioning deep-learning experiment-tracking hyperparameter-optimization hyperparameter-tuning keras mlops model-versioning python pytorch reinforcement-learning sklearn tensorflow
Language:Python 89
awesome-mlops / awesome-ml-experiment-management
A curated list of awesome open source tools and commercial products for ML Experiment Tracking and Management 🚀
aiops awesome awesome-list data-science dataops datascience deep-learning experiment-management experiment-tracking kubernetes machine-learning ml-lifecycle mlops model-management model-registry orchestration
61
lumo-tech / lumo
More light-weight pytorch experiment management library!
deep-learning experiment-management experiment-tracking pytorch version-control
Language:Python 61
machine-learning-apps / wandb-action
GitHub Action That Retrieves Model Runs From Weights & Biases
machine-learning experiment-tracking deep-learning ci-cd github-actions
Language:Python 60
VevestaX
Vevesta / VevestaX
2 Lines of code to track ML experiments + EDA + check into Github
ai business-process computer-vision data-mining data-science experiment-tracking jupyter jupyter-notebook machine-learning ml-engineer ml-experiments ml-pipeline mlflow mlops mlops-workflow open-source python python3 spyder tabular-data
Language:Jupyter Notebook 27
JakobLS / mlops-credit-risk
MLOps for deploying a Credit Risk model
docker-compose evidentlyai gcp grafana-dashboard makefile mlflow model-monitoring model-registry prefect experiment-tracking
Language:HTML 20
curiousily / Reproducible-ML-with-DVC
Tutorial on experiment tracking and reproducibility for Machine Learning projects with DVC
dvc reproducibility linear-regression random-forest python deep-learning machine-learning scikit-learn tracking experiment-tracking metrics
Language:Python 17
UETAILab / uetai
Custom ML tracking experiment and debugging tools.
ai machine-learning pytorch-lightning data-analysis experiment-tracking model-debugging
Language:Python 15
agentos-project / agentos
The Python Component System (PCS) is an API and CLI for building, running, and sharing Python code. AgentOS is a set of libraries built on top of PCS that make it easy to build, run, and share agents that use Reinforcement Learning.
ai dependency-manager experiment-tracking reinforcement-learning
Language:Python 12
Nerdward / Mlops_project
An end to end ML project. Using MLflow for experiment tracking and model registry. Prefect for workflow orchestration. S3 for artifacts storage. AWS Lambda/ ECR for serverless model serving. AWS REST API gateway as endpoint to lambda function. GitHub Actions for CI/CD.
aws continuous-delivery continuous-integration devops experiment-tracking infrastructure-as-code machine-learning model-registry workflow-orchestration
Language:Jupyter Notebook 11
awesome-mlops / awesome-mlops-platforms
A curated list of awesome open source and commercial MLOps platforms 🚀
mlops awesome awesome-list data-science dataops datascience deep-learning experiment-management experiment-tracking kubernetes machine-learning ml-lifecycle model-management orchestration
10
d-lowl / bunny-party
A demonstration of how DVC and MLFlow can be used in the task of data relabeling
data-labeling data-versioning dvc experiment-tracking mlflow mlops
Language:Python 10
JarnoRFB / pydata_berlin_sacred
Lightning Talk about sacred at PyData Berlin
sacred machine-learning experiment-tracking tutorial
Language:Jupyter Notebook 9
Ezzaldin97 / Batch-Serving-ML-Pipeline
create a robust, simple, effecient, and modern end to end ML Batch Serving Pipeline Using set of modern open-source/free Platforms/Tools
batch-processing data-version-control experiment-tracking forecasting machine-learning machine-learning-application machine-learning-pipelines mlops model-monitoring scheduling
Language:Python 8
MIC-DKFZ / cmdint
CmdInterface enables detailed logging of command line and python experiments in a very lightweight manner (coding wise). It wraps your command line or python function calls in a few lines of python code and logs everything you might need to reproduce the experiment later on or to simply check what you did a couple of years ago.
logging reproducibility python lightweight experiment-tracking
Language:Python 8
tsenst / lightning-experiments-logger
A SageMaker Experiment logger class for PyTorch Lightning
experiment-tracking machine-learning mlops python deep-learning logger pytorch pytorch-lightning
Language:Python 6
coretex-ai / coretexpylib
Python library for programatic interaction with Coretex experiment tracking and orchestration server.
artificial-intelligence experiment-tracking machine-learning platform
Language:Python 5
facultyai / mlflow-faculty
Faculty platform plugin for MLflow
experiment-tracking faculty-platform machine-learning mlflow
Language:Python 5
morty
roma-glushko / morty
🔬 Lightweight experiment and configuration manager for small ML/DL projects and Kaggling
keras tensorflow machine-learning pytorch experiment-tracking experiment-management experiment-monitor deep-learning
Language:Python 5
cloudera / CML_AMP_MLFlow_Tracking
Experiment tracking with MLFlow.
mlflow-tracking mlflow-ui experiment-tracking
Language:Python 4
mdernovoi / data-analysis-platform
A powerful and versatile data analysis platform infrastructure framework designed to help data analysts of every kind achieve reproducibility and streamline their workflows. It is entirely technology agnostic, making it suitable for any tool or language.
ai analysis analytics artificial-intelligence business-intelligence data data-science infrastructure machine-learning ml reproducibility reproducible-research workflow agnostic enterprise experiment-tracking pipeline
Language:Jinja 4
hectorLop / Wandb-MV
Model versioning using Weight&Biases with Python.
model model-versioning mlops model-validation model-deployment data-science machine-learning deep-learning experiment-tracking ml-platform
Language:Python 3
newron-sdk
NewronAI / newron-sdk
Newron is a data-centric ML platform to easily build, manage, deploy and continuously improve models through data driven development.
deep-learning machine-learning mlops data-science data-versioning experiment-tracking hyperparameter-optimization hyperparameter-search hyperparameter-tuning keras ml-platform model-monitoring model-reproducibility model-versioning pytorch tensorflow model-registry python3
Language:Python 3
voxel51 / fiftyone_mlflow_plugin
Track model training experiments with MLflow and FiftyOne!
computer-vision data-curation experiment-tracking fiftyone fiftyone-datasets mlflow
Language:Python 3
Abhi0323 / BMI-Prediction-with-MLflow-DagsHub
This project applies machine learning models to predict BMI categories based on individual physical attributes, utilizing MLflow for experiment tracking and model management, with integration into DagsHub for collaborative data science workflows. It showcases the power of MLflow in enhancing model lifecycle management and reproducibility.
dagshub experiment-tracking mlflow model-management version-control xgboost
Language:Python 2