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MLflow

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Open-source platform for managing the ML lifecycle, developed by Databricks

FreeSample AvailableAPI Access
Price

Free

Update Frequency

Real-time

Pricing Tiers

1

Regions

1

Quality SignalsB

Freshness

Recently enriched

81

Complete

81%

API

API Available

Product Overview

Data Intelligence and Lakehouse Platform$

Offering: A unified cloud-based platform for data engineering, data warehousing, and machine learning model development built on an open-source storage layer.

Best for: Data engineers and data scientists building scalable pipelines, generative AI models, and real-time analytics on a unified infrastructure.

Benefits
  • Unified architecture for data and AI
  • Extensive open-source ecosystem integration
  • High-performance SQL and ML capabilities
  • Robust governance and lineage tracking
  • Flexible multi-cloud deployment options
Drawbacks
⚠ High complexity for non-technical users · ⚠ Potential for significant cloud consumption costs at scale

Product Intelligence

Price Position
P17
below avg
Coverage
75
geo × freq × depth
Try-ability
100
ease of trial
Market concentration: 100% (concentrated — few vendors)

Product Details

Use Cases
Model experiment trackingreproducible machine learning workflowsmodel versioning and registryautomated model deploymentMLOps pipeline management
Categories
Machine LearningData ScienceMLOpsData Engineering
Coverage
Global
Delivery
REST APIPython SDKSFTPS3 BucketGCS BucketAzure BlobSnowflake ShareDatabricksDirect cloud pushWeb UI download
Data Sources
iot sensorsproprietary models
Detected Use Cases
esg sustainability

Pricing Tiers

Free
Free
FREEHIGH

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Web Authority

High Authority
99
20 mentions·3 platforms
Academic Papers
10 × 8 pts+80
Blogs & Newsletters
9 × 2 pts+18
linkedin company
1 × 1 pts+1
Evidence5 sources
Academic Papers

arXiv:2502.14693v2 [cs.CL] 21 Feb 2025

by Z Liang · 2025 · Cited by 13 — OpenML datasets can be accessed using their respective dataset IDs. ... Includes version control and experiment tracking (e.g ., MLflow).

Academic Papers

Automating Code Adaptation for MLOps

To adapt an existing code for model registration using MLflow library, one must initialize a new MLflow run using mlflow.start_run() and ...

Academic Papers

DataLens: ML-Oriented Interactive Tabular Data Quality ...

DataLens integrates with ML tracking tools like MLflow for seamless tracking of data quality experiments, models, and results, offering a ...

Data Dictionary

Expected fields and columns in this data product


About MLflow

MLflow is a machine learning data product offered by Databricks U.K Limited, available on discovery. Data is updated real-time. API access is available for programmatic integration. It is listed as free.

Open-source platform for managing the ML lifecycle, developed by Databricks

Related Data Categories

Machine LearningData ScienceMLOpsData Engineering

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