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Experiment Tracking

29 projects

Showing 29 of 29 projects

mlflow
mlflowPython

An open-source AI engineering platform for debugging, evaluating, monitoring, and optimizing production LLM applications and machine learning models.

#ai-gateway#apache-spark#ai
Stars27.2k
Forks6.0k
Last commit6 hours ago
Kedro
KedroPython

A Python framework for creating reproducible, maintainable, and modular data engineering and data science pipelines.

#agentic-workflow#hacktoberfest#agentic-ai
Stars10.9k
Forks1.1k
Last commit18 hours ago
hydra
hydraPython

A framework for elegantly configuring complex applications, particularly in machine learning and research.

#devops#experiment-tracking#research-tools
Stars10.5k
Forks917
Last commit6 hours ago
tensorboard-pytorch
tensorboard-pytorchPython

A library that enables PyTorch, Chainer, MXNet, and NumPy users to write TensorBoard events with simple function calls.

#model-debugging#chainer#mxnet
Stars8.0k
Forks852
Last commit9 days ago
TensorBoard
TensorBoardTypeScript

A suite of web applications for inspecting and understanding TensorFlow runs and graphs.

#debugging-tools#training-monitoring#deep-learning
Stars7.2k
Forks1.7k
Last commit8 days ago
ClearML
ClearMLPython

An open-source MLOps/LLMOps suite for experiment management, data management, pipelines, orchestration, scheduling, and model serving.

#experiment-manager#ai#version-control
Stars6.8k
Forks785
Last commit6 days ago
Aim
AimPython

An open-source, self-hosted ML experiment tracker with a performant UI and SDK for comparing and querying training runs.

#ai#metadata-logging#open-source
Stars6.2k
Forks401
Last commit13 hours ago
zenml
zenmlPython

An open-source MLOps platform for building, orchestrating, and deploying production AI pipelines and agents.

#pipelines#ai-pipelines#data-science
Stars5.5k
Forks640
Last commit18 hours ago
polyaxon
polyaxonMDX

An open-source platform for building, training, and monitoring large-scale deep learning applications with full lifecycle MLOps.

#distributed-training#hyperparameter-tuning#workflow-orchestration
Stars3.7k
Forks329
Last commit8 days ago
Tensorflow-Project-Template
Tensorflow-Project-TemplatePython

A TensorFlow project template with a well-designed folder structure and OOP design to accelerate deep learning development.

#neural-network#model-training#project-template
Stars3.6k
Forks794
Last commit4 years ago
Determined
DeterminedGo

An open-source machine learning platform for distributed training, hyperparameter tuning, experiment tracking, and resource management.

#distributed-training#hyperparameter-optimization#hyperparameter-tuning
Stars3.2k
Forks372
Last commit1 year ago
garage - A toolkit for reproducible reinforcement learning research
garage - A toolkit for reproducible reinforcement learning researchPython

A toolkit and library for developing, evaluating, and reproducing reinforcement learning algorithms.

#ai#research-toolkit#experiment-tracking
Stars2.1k
Forks326
Last commit3 years ago
MMEngine
MMEnginePython

A foundational PyTorch library for training deep learning models, serving as the core engine for the OpenMMLab ecosystem.

#distributed-training#ai#model-training
Stars1.5k
Forks455
Last commit11 days ago
Hands-on Train and Deploy ML
Hands-on Train and Deploy MLPython

A hands-on tutorial for training and deploying a machine learning model as a serverless REST API to predict cryptocurrency prices.

#crypto#deployment#serverless
Stars888
Forks134
Last commit2 years ago
Reproducible Experiment Platform (REP)
Reproducible Experiment Platform (REP)Jupyter Notebook

IPython-based environment for reproducible machine learning research with unified wrappers for multiple ML libraries.

#parallel-computing#data-science#experiment-tracking
Stars700
Forks147
Last commit2 years ago
MLSys-NYU-2022
MLSys-NYU-2022Jupyter Notebook

Open-source teaching materials for a practical Machine Learning in Finance course, focusing on industry tools and real-world use cases.

#recommender-system#finance#education
Stars559
Forks63
Last commit3 years ago
pandas_summary
pandas_summaryPython

An engine for ML/data tracking, visualization, explainability, drift detection, and dashboards, integrated with Polyaxon.

#spark#matplotlib#data-science
Stars534
Forks47
Last commit1 month ago
open-solution-home-credit
open-solution-home-creditPython

An open-source machine learning solution for the Home Credit Default Risk Kaggle competition, providing reproducible code and experiments.

#pipeline-framework#reproducible-experiments#hyperparameter-tuning
Stars468
Forks171
Last commit4 years ago
DVClive
DVClivePython

A Python library for logging ML metrics, parameters, and models in simple file formats, compatible with DVC and Git.

#hacktoberfest#developer-tools#python-library
Stars196
Forks40
Last commit3 days ago
CometML
CometMLJupyter Notebook

A collection of examples demonstrating how to use Comet.ml for machine learning experiment tracking across various Python frameworks.

#deep-learning-libraries#data-science#deep-learning
Stars176
Forks67
Last commit24 days ago
open-solution-salt-identification
open-solution-salt-identificationPython

An open-source benchmark solution for the Kaggle TGS Salt Identification Challenge using semantic segmentation.

#pipeline-framework#data-science#pipeline
Stars121
Forks44
Last commit5 years ago
open-solution-ship-detection
open-solution-ship-detectionPython

An open-source solution for the Airbus Ship Detection Challenge, providing a benchmark and base for ship detection in satellite imagery.

#unet-image-segmentation#data-science#deep-learning
Stars65
Forks23
Last commit4 years ago
Query Experiment Tracking Results From Weights & Biases
Query Experiment Tracking Results From Weights & BiasesPython

A GitHub Action that retrieves model runs and metrics from Weights & Biases for integration into CI/CD workflows.

#weights-and-biases#deep-learning#experiment-tracking
Stars60
Forks6
Last commit4 years ago
open-solution-googleai-object-detection
open-solution-googleai-object-detectionPython

An open-source solution for the Google AI Open Images Object Detection Challenge, providing a RetinaNet-based benchmark with experiment tracking.

#pipeline-framework#reproducible-experiments#data-science
Stars46
Forks22
Last commit4 years ago
open-solution-value-prediction
open-solution-value-predictionPython

An open-source machine learning solution for the Santander Value Prediction Challenge on Kaggle.

#open-source#reproducible-experiments#data-science
Stars39
Forks21
Last commit4 years ago
dowel
dowelPython

A lightweight logging library for machine learning research experiments.

#python-library#experiment-tracking#research-tools
Stars35
Forks37
Last commit2 years ago
Bread WandB Viewer
Bread WandB ViewerTypeScript

A VS Code extension to view and compare Weights & Biases training runs directly in the editor with interactive charts and AI context export.

#offline-tools#supervised-finetuning#hyperparameter-tuning
Stars7
Forks2
Last commit5 months ago
sklearn-evaluation
sklearn-evaluationPython

A Python library for comprehensive machine learning model evaluation with plots, reports, experiment tracking, and notebook analysis.

#python-library#model-evaluation#experiment-tracking
Stars3
Forks0
Last commit3 years ago
Two Player Auction Learning
Two Player Auction LearningPython

JAX/Haiku implementation of a two-player game approach to learning optimal multi-bidder, multi-item auctions.

#haiku#jax#computational-economics
Stars0
Forks0
Last commit2 years ago

Related Tags

#Machine Learning28#Mlops16#Deep Learning16#Python14#Data Science13#Pytorch10#Reproducibility9#Tensorflow6#Data Visualization5#Ai5#Reproducible Research5#Kaggle Competition5
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