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Top 11 experiment-tracking Open-Source Projects
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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.
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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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.
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optscale
FinOps and MLOps platform to run ML/AI and regular cloud workloads with optimal performance and cost.
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mandala
A powerful and easy to use Python framework for experiment tracking and incremental computing
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
Interesting, thanks for sharing. I'll definitely take a look, although at this point I am so comfortable with Snakemake, it is a bit hard to imagine what would convince me to move to another tool. But I like the idea of composable pipelines: I am building a tool (too early to share) that would allow to lay Snakemake pipelines on top of each other using semi-automatic data annotations similar to how it is done in kedro (https://github.com/kedro-org/kedro).
Project mention: Profile and instrument ML experiments and optimize their performance expenses | news.ycombinator.com | 2023-09-27
Project mention: Mandala: A little plaground for testing pixel logic patterns | news.ycombinator.com | 2024-03-07I was so confused, expecting this to be some trickery related to the computational-graph-memoization-and-exploration tool "mandala" https://github.com/amakelov/mandala
Project mention: Show HN: Demo of using DVC and MLFlow for ML experiments | news.ycombinator.com | 2024-01-29
experiment-tracking related posts
- Mandala: A little plaground for testing pixel logic patterns
- Mandala: Notebook memoization on steroids, used by Anthropic
- End-to-end observability for LlamaIndex environment
- ML Experiments Management with Git
- Data Registry suggestions for ML projects
- Building and debugging LLMs with Aim: self-hosted and open-source AI metadata tracking tool
- Snakemake – A framework for reproducible data analysis
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A note from our sponsor - SaaSHub
www.saashub.com | 26 Apr 2024
Index
What are some of the best open-source experiment-tracking projects? This list will help you:
Project | Stars | |
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1 | Kedro | 9,353 |
2 | aim | 4,782 |
3 | mlrun | 1,294 |
4 | optscale | 969 |
5 | kedro-viz | 636 |
6 | mandala | 228 |
7 | scicloj.ml | 199 |
8 | mlflow-easyauth | 100 |
9 | VevestaX | 27 |
10 | bunny-party | 10 |
11 | CML_AMP_MLFlow_Tracking | 4 |
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