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What is MLflow?

MLflow is a comprehensive open-source platform aimed at managing the entire machine learning lifecycle, which includes experimentation, reproducibility, deployment, and a centralized model registry. This suite consists of four core components that streamline various functions: tracking and analyzing experiments related to code, data, configurations, and results; packaging data science code to maintain consistency across different environments; deploying machine learning models in diverse serving scenarios; and maintaining a centralized repository for storing, annotating, discovering, and managing models. Notably, the MLflow Tracking component offers both an API and a user interface for recording critical elements such as parameters, code versions, metrics, and output files generated during machine learning execution, which facilitates subsequent result visualization. It supports logging and querying experiments through multiple interfaces, including Python, REST, R API, and Java API. In addition, an MLflow Project provides a systematic approach to organizing data science code, ensuring it can be effortlessly reused and reproduced while adhering to established conventions. The Projects component is further enhanced with an API and command-line tools tailored for the efficient execution of these projects. As a whole, MLflow significantly simplifies the management of machine learning workflows, fostering enhanced collaboration and iteration among teams working on their models. This streamlined approach not only boosts productivity but also encourages innovation in machine learning practices.

What is Dataiku?

Dataiku is an advanced platform designed for data science and machine learning that empowers teams to build, deploy, and manage AI and analytics projects on a significant scale. It fosters collaboration among a wide array of users, including data scientists and business analysts, enabling them to collaboratively develop data pipelines, create machine learning models, and prepare data using both visual tools and coding options. By supporting the complete AI lifecycle, Dataiku offers vital resources for data preparation, model training, deployment, and continuous project monitoring. The platform also features integrations that bolster its functionality, including generative AI, which facilitates innovation and the implementation of AI solutions across different industries. As a result, Dataiku stands out as an essential resource for teams aiming to effectively leverage the capabilities of AI in their operations and decision-making processes. Its versatility and comprehensive suite of tools make it an ideal choice for organizations seeking to enhance their analytical capabilities.

Media

Media

Integrations Supported

Amazon SageMaker
Apache Spark
Azure Marketplace
Cranium
Keras
Modulos AI Governance Platform
TensorFlow
Amazon Web Services (AWS)
Apolo
Axolotl
Docker
Google Cloud AutoML
Google Cloud Platform
H2O.ai
Microsoft 365
Microsoft Azure
Okera
RapidSOS
Toucan
ZenML

Integrations Supported

Amazon SageMaker
Apache Spark
Azure Marketplace
Cranium
Keras
Modulos AI Governance Platform
TensorFlow
Amazon Web Services (AWS)
Apolo
Axolotl
Docker
Google Cloud AutoML
Google Cloud Platform
H2O.ai
Microsoft 365
Microsoft Azure
Okera
RapidSOS
Toucan
ZenML

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

MLflow

Date Founded

2018

Company Location

United States

Company Website

mlflow.org

Company Facts

Organization Name

Dataiku

Date Founded

2013

Company Location

France

Company Website

www.dataiku.com

Categories and Features

Machine Learning

Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization

Categories and Features

Artificial Intelligence

Chatbot
For Healthcare
For Sales
For eCommerce
Image Recognition
Machine Learning
Multi-Language
Natural Language Processing
Predictive Analytics
Process/Workflow Automation
Rules-Based Automation
Virtual Personal Assistant (VPA)

Data Analysis

Data Discovery
Data Visualization
High Volume Processing
Predictive Analytics
Regression Analysis
Sentiment Analysis
Statistical Modeling
Text Analytics

Data Preparation

Collaboration Tools
Data Access
Data Blending
Data Cleansing
Data Governance
Data Mashup
Data Modeling
Data Transformation
Machine Learning
Visual User Interface

Data Science

Access Control
Advanced Modeling
Audit Logs
Data Discovery
Data Ingestion
Data Preparation
Data Visualization
Model Deployment
Reports

Machine Learning

Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization

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