WeAreDevelopers Logo WeAreDevelopers
Sign in
For You LIVE
World Congress 2025 • Aug 20, 2025 • Session details

DataForce Studio

Iryna Kondrashchenko , Oleh Kostromin

Why rely on disconnected tools for your machine learning lifecycle? DataForce Studio eliminates friction with a unified, open-source pipeline spanning from model creation to deployment.

Pause
Mute Enter Fullscreen
#1 about 2 min

Navigating the complexities of machine learning model lifecycles

Building production-ready machine learning systems demands rigorous management of data preparation, evaluation, and conceptual drift.

#2 about 1 min

Overcoming ecosystem fragmentation with a unified workflow

A synchronized set of components minimizes deployment friction by replacing highly disconnected machine learning tools.

#3 about 1 min

Implementing model-centric design with standardized metadata containers

Encapsulating model artifacts alongside environmental metadata naturally enables seamless component integration without requiring additional configuration.

#4 about 1 min

Supporting versatile workflows from tabular data to language models

A standardized self-contained format flexibly scales across traditional machine learning setups, large language models, and agent-based workflows.

#5 about 2 min

Maintaining infrastructure control with open source orchestration

The open-source Orbits module acts as an orchestrator that utilizes existing storage and compute infrastructure to prevent vendor lock-in.

Matching moments

3:38 min

Architecting a unified data and machine learning workbench

Kapil Gupta Kapil Gupta · WWC 2025

4:57 min

Centralizing LLMOps workflows within Azure AI Foundry

Maxim Salnikov Maxim Salnikov · LIVE

2:14 min

Differences between traditional MLOps and GenAIOps

Maxim Salnikov Maxim Salnikov · WWC 2025

5:28 min

Defining MLOps and its role in production systems

Hauke Brammer · WWC 2023

2:15 min

Bridging the gap between model management and devops

Joy Joy · WWC 2024

4:18 min

Exploring the big data and machine learning portfolio

Qiyang Duan · LIVE

More from World Congress 2025

GenAI Security: Navigating the Unseen Iceberg thumbnail
24:33
10 months ago

GenAI Security: Navigating the Unseen Iceberg

Maish Saidel-Keesing

Behind the Code: How Women Are Powering the Future of AI thumbnail
30:28
12 months ago

Behind the Code: How Women Are Powering the Future of AI

Alexandra Wudel, Laura Moritz, Madalina Florean

The AI Hype Filter: What’s Real, What’s Investable, What’s Noise? thumbnail
28:12
12 months ago

The AI Hype Filter: What’s Real, What’s Investable, What’s Noise?

Justus Lumpe, Konstantin Vinogradov, Nils Eiteneyer, Stephan Wirris

AI in Leadership: How Technology is Reshaping Executive Roles thumbnail
28:19
12 months ago

AI in Leadership: How Technology is Reshaping Executive Roles

Bernd Datler, Jasmin Kaiser, Jeff Hausmann, Sonja Alvarez

The AI-Ready Stack: Rethinking the Engineering Org of the Future thumbnail
28:09
12 months ago

The AI-Ready Stack: Rethinking the Engineering Org of the Future

Alex Laubscher, Jan Oberhauser, Keno Dreßel, Mirko Novakovic

AI Sovereignty: What Does It Take? thumbnail
29:13
12 months ago

AI Sovereignty: What Does It Take?

Boris Hecker, Clemens Wasner, Robin Hermann, Sonja Alvarez

Upcoming sessions on this topic

Open session

World Congress 2026 North America

You Can’t Re-Run Sunlight: Designing ML Data Architectures for Physical AI

An Phan

Senior Data Infrastructure Engineer @ Hippo Harvest

An Phan
Open session

World Congress 2026 North America

No Single Model to Rule Them All: Building Resilient AI Agents Across Open & Closed LLMs

Emmanuel Acheampong

Senior Manager Developer Relations at Crusoe AI

Emmanuel Acheampong
Open session

World Congress 2026 North America

It’s Alive! Taming the MLOps Franken-Stack: Write, Run, and Serve with Michelangelo

Paul Zimmerman, Eric Wang

Paul Zimmerman
Eric Wang
Open session

World Congress 2026 North America

DeepAgents: Build Multi-Agent AI Systems That Actually Work

Anagha Rumade, Anjana Umapathy, Apoorva Jaiswal

Anagha Rumade
Anjana Umapathy
Apoorva Jaiswal
Open session

World Congress 2026 North America

AI Agents are Only as Smart as their Context: Building a Real-Time Context Engine at Intuit

Bharat Patel

Lead Software Engineer at Intuit

Bharat Patel
Open session

World Congress 2026 North America

Building Stuff with GenAI - The Open Minded Workshop beyond OpenAI

Andreas Erben

CTO for Applied AI and Metaverse at daenet

Andreas Erben

Related videos

The state of MLOps - machine learning in production at enterprise scale thumbnail
47:19
LIVE • over 4 years ago

The state of MLOps - machine learning in production at enterprise scale

Bas Geerdink

Effective Machine Learning - Managing Complexity with MLOps thumbnail
45:45
WWC 2021 • about 5 years ago

Effective Machine Learning - Managing Complexity with MLOps

Simon Stiebellehner

DevOps for Machine Learning thumbnail
44:40
WWC 2021 • about 5 years ago

DevOps for Machine Learning

Hauke Brammer

Introduction to Azure Machine Learning thumbnail
54:27
LIVE • over 4 years ago

Introduction to Azure Machine Learning

Jose Luis Latorre Millas

Data Fabric in Action - How to enhance a Stock Trading App with ML and Data Virtualization thumbnail
45:58
LIVE • almost 5 years ago

Data Fabric in Action - How to enhance a Stock Trading App with ML and Data Virtualization

Andreas Christian

Developer Experience, Platform Engineering and AI powered Apps thumbnail
31:38
WWC 2024 • almost 2 years ago

Developer Experience, Platform Engineering and AI powered Apps

Ignacio Riesgo, Natale Vinto

Related articles

From learning to earning

Jobs that call for the skills explored in this talk.